{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "47e0e02e-defe-abc2-a08b-3aaefe629d10"
   },
   "source": [
    "Being an avid cricket fan, I am pretty much excited to see this dataset hosted here. Thank you for this dataset.\n",
    "\n",
    "Now let us get to the business.!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b396d205-159c-9bd6-2075-dde19e774f24"
   },
   "outputs": [],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load in \n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "# create a function for labeling #\n",
    "def autolabel(rects):\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        ax.text(rect.get_x() + rect.get_width()/2., 1.02*height,\n",
    "                '%d' % int(height),\n",
    "                ha='center', va='bottom')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "a845e27e-f192-9552-8101-0f455b79dd5b"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>season</th>\n",
       "      <th>city</th>\n",
       "      <th>date</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>result</th>\n",
       "      <th>dl_applied</th>\n",
       "      <th>winner</th>\n",
       "      <th>win_by_runs</th>\n",
       "      <th>win_by_wickets</th>\n",
       "      <th>player_of_match</th>\n",
       "      <th>venue</th>\n",
       "      <th>umpire1</th>\n",
       "      <th>umpire2</th>\n",
       "      <th>umpire3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>2008-04-18</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>M Chinnaswamy Stadium</td>\n",
       "      <td>Asad Rauf</td>\n",
       "      <td>RE Koertzen</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>2008-04-19</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>MEK Hussey</td>\n",
       "      <td>Punjab Cricket Association Stadium, Mohali</td>\n",
       "      <td>MR Benson</td>\n",
       "      <td>SL Shastri</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2008</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2008-04-19</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>MF Maharoof</td>\n",
       "      <td>Feroz Shah Kotla</td>\n",
       "      <td>Aleem Dar</td>\n",
       "      <td>GA Pratapkumar</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>2008-04-20</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>MV Boucher</td>\n",
       "      <td>Wankhede Stadium</td>\n",
       "      <td>SJ Davis</td>\n",
       "      <td>DJ Harper</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>2008-04-20</td>\n",
       "      <td>Deccan Chargers</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Deccan Chargers</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>DJ Hussey</td>\n",
       "      <td>Eden Gardens</td>\n",
       "      <td>BF Bowden</td>\n",
       "      <td>K Hariharan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  season        city        date                  team1  \\\n",
       "0   1    2008   Bangalore  2008-04-18  Kolkata Knight Riders   \n",
       "1   2    2008  Chandigarh  2008-04-19    Chennai Super Kings   \n",
       "2   3    2008       Delhi  2008-04-19       Rajasthan Royals   \n",
       "3   4    2008      Mumbai  2008-04-20         Mumbai Indians   \n",
       "4   5    2008     Kolkata  2008-04-20        Deccan Chargers   \n",
       "\n",
       "                         team2                  toss_winner toss_decision  \\\n",
       "0  Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
       "1              Kings XI Punjab          Chennai Super Kings           bat   \n",
       "2             Delhi Daredevils             Rajasthan Royals           bat   \n",
       "3  Royal Challengers Bangalore               Mumbai Indians           bat   \n",
       "4        Kolkata Knight Riders              Deccan Chargers           bat   \n",
       "\n",
       "   result  dl_applied                       winner  win_by_runs  \\\n",
       "0  normal           0        Kolkata Knight Riders          140   \n",
       "1  normal           0          Chennai Super Kings           33   \n",
       "2  normal           0             Delhi Daredevils            0   \n",
       "3  normal           0  Royal Challengers Bangalore            0   \n",
       "4  normal           0        Kolkata Knight Riders            0   \n",
       "\n",
       "   win_by_wickets player_of_match                                       venue  \\\n",
       "0               0     BB McCullum                       M Chinnaswamy Stadium   \n",
       "1               0      MEK Hussey  Punjab Cricket Association Stadium, Mohali   \n",
       "2               9     MF Maharoof                            Feroz Shah Kotla   \n",
       "3               5      MV Boucher                            Wankhede Stadium   \n",
       "4               5       DJ Hussey                                Eden Gardens   \n",
       "\n",
       "     umpire1         umpire2  umpire3  \n",
       "0  Asad Rauf     RE Koertzen      NaN  \n",
       "1  MR Benson      SL Shastri      NaN  \n",
       "2  Aleem Dar  GA Pratapkumar      NaN  \n",
       "3   SJ Davis       DJ Harper      NaN  \n",
       "4  BF Bowden     K Hariharan      NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read the input files and look at the top few lines #\n",
    "data_path = \"../input/\"\n",
    "match_df = pd.read_csv(data_path+\"matches.csv\")\n",
    "score_df = pd.read_csv(data_path+\"deliveries.csv\")\n",
    "match_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "c91a67e7-f712-b492-8f63-600148d18605"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of matches played so far :  577\n",
      "Number of seasons :  9\n"
     ]
    }
   ],
   "source": [
    "# Let us get some basic stats #\n",
    "print(\"Number of matches played so far : \", match_df.shape[0])\n",
    "print(\"Number of seasons : \", len(match_df.season.unique()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "5749523f-ac21-4b34-b2aa-c6c61875563c"
   },
   "source": [
    "**Number of matches each season:**\n",
    "\n",
    "Let us first look at the number of matches played per season."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_cell_guid": "09fae6d7-874f-a3d7-55de-78134c9b3586"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kIg4CjgZ+1LR8JXAccCRwPfBO4JyI2DczfSpFkqQe0O4Lsn5WuhCAiNgV+AzVrMRbm1Yf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\nC0mSVIzBQpIkFfP/ATmeOH75vvo7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0248ef8438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='season', data=match_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "4cfe093b-3a46-8b3d-35af-72b358bdd95f"
   },
   "source": [
    "There is a spike in the middle for three years where the number of matches are more than 70. \n",
    "\n",
    "**Number of matches in each venue:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_cell_guid": "cae8b05d-f517-bef9-7dc9-0f1ad714ca92"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/sSST+3htMsmPLLBdAAAAOOAs5rb23ftY/sNJvryIdgEAAOCAMu/Z2kspz0nynMGvu5N8\noJSya9bb7jRo80/76R4AAACsfPvzKLV/S/KyJGNJ/iDJ25NcN+s9O5JcnuTdvfQOAAAADgDzDue1\n1g8m+WCSlFJ2J/nftdYbhtUxAAAAOFDsz5Xz76i1vqDvjgAAAMCBakHhvJQynuTMJI9OcmySO896\ny+5a60mL7BsAAAAcEBYUzpO8OMmz0t3m/oF0Y80BAACABVhoOH9ckufXWi/oszMAAABwIFroc87v\nnG72dgAAAGCRFhrO35bkZ/rsCAAAAByoFnpb+8eS/GEpZW2Sf0ry9dlvqLX+zWI6BgAAAAeKhYbz\ntwz+//gkvzTH67uTTMy3sVLKU5KcleTug0XTSc6vtb53xnvOTzdD/GFJPpLkrFrrVfvdcwAAAFhi\nFnpb+wnf438n7md7m5Ocm+R+STYmeX+Si0sp90qSUsq5Sc5O8uQkpyXZnuTSUsrqBfYfAAAAlowF\nXTmvtX6pz07UWt8za9HzSilnJXlQksuTPCPJBbXWS5KklPKEJFuTPCrJRX32BQAAAEZtQeG8lHLc\n93pPrXXTAtseT/KYJHdJ8m+llBOSHJnkfTPa3lZK+XiS0yOcAwAAsMwtdMz5tenGld+ReY85T5JS\nyr2TfDTdY9puSfLztdZaSjl9UGvrrP9ka7rQDgAAAMvaQsP5z8+x7PAkD093K/qzF9DmFUnuk+TQ\nJI9O8pellB9ZYP/mND4+lvHxsUxMjGdnnw0PTEyMZ9Wq8b2WjaLWqNdpGOZap2EZVa2VuP3mWicA\nAGBxFjrm/OJ9vPSmUsrLk/xoknfsZ5u3J/ni4NfPlFJOSzfW/CVJxpKszXdfPV+b5DP7U+OIIw7K\n2NhYJifX5Ob9+Q/naXJyTQ4//KC9lo2i1uTkmnx1BHX2LNs+glqTk2uyZQh19lVrFHVGWWuU6wQA\nACzOQq+c35G/TzcO/KmLbGc8yZ1qrdeUUrYkOSPJZUlSSplM8sAkr92fBm+6aXvGx8eybdtti+za\n3LZtuy0337x9r2WjqGWdlmatlbj95lonAABgbvO9sDWMcP7DSb61P/9BKeWFSf4hyaYkhyR5XLqr\n7z85eMuF6WZwvyrdePcLklyXZF9X8Oe0a9fu7Nq1Ozt37tqf/2zedu7cldtv37XXslHUsk5Ls9ZK\n3H5zrRMAALA4C52t/VVzLF6d5F5JHpLkT/azyR9I8uYkRyX5Rror5D9Za31/ktRaX1JKuUuS1yU5\nLMm/JnlErXXHQvoPAAAAS8lCr5z/zBzLvpXuavZTk7x+fxqrtZ45j/ecl+S8/WkXAAAAloOFTgh3\nQt8dAQAAgAOV5yEBAABAYwueEK6UsiHJc9ONMT8iyU3pxoK/sNb62X66BwAAACvfgq6cl1IemuSj\nSR6Q5O1J/mDw/w9I8tFSykN66yEAAACscAu9cv6iJP+S5JG11tv3LCylnJPkPYPXBXQAAACYh4WO\nOd+Q5FUzg3mS1Fp3JnlVkvsttmMAAABwoFhoON+e7tnkc1k7eB0AAACYh4WG83cneXEp5SdmLhz8\n/sdJ3rXYjgEAAMCBYqFjzp+VZH2SS0sp25J8Od2V9Mkk/57kd/vpHgAAAKx8CwrntdabSymnJ3lk\nuonfDk/3KLUPJ3lPrXVXf10EAACAlW1B4byUckaS42qt/yezbmEvpTyxlPKlWusH+uggAAAArHQL\nHXP+h+kmfpvL3QavAwAAAPOw0HC+Pskn9/HapwevAwAAAPOw0HC+O8mh+3jt8CQTC2wXAAAADjgL\nDecfT/K0UsrYzIWD3586eB0AAACYh4U+Su35ST6Q5LJSypuS3Jjk6CRPSHKPJD/WR+cAAADgQLCg\nK+e11o8mOSPJtiQvTvLWJC9K8o0kZ9RaP9ZbDwEAAGCFW+iV89RaP5LkwaWUNenGmX+91vrN3noG\nAAAAB4gFh/M9aq23Jbmth74AAADAAWmhE8IBAAAAPRHOAQAAoDHhHAAAABoTzgEAAKAx4RwAAAAa\nE84BAACgMeEcAAAAGhPOAQAAoDHhHAAAABoTzgEAAKAx4RwAAAAaE84BAACgMeEcAAAAGhPOAQAA\noDHhHAAAABoTzgEAAKAx4RwAAAAaE84BAACgMeEcAAAAGhPOAQAAoDHhHAAAABoTzgEAAKAx4RwA\nAAAaE84BAACgMeEcAAAAGhPOAQAAoDHhHAAAABoTzgEAAKAx4RwAAAAaE84BAACgMeEcAAAAGhPO\nAQAAoDHhHAAAABoTzgEAAKAx4RwAAAAaE84BAACgMeEcAAAAGhPOAQAAoDHhHAAAABoTzgEAAKAx\n4RwAAAAaE84BAACgMeEcAAAAGhPOAQAAoDHhHAAAABoTzgEAAKAx4RwAAAAaE84BAACgsVWtO5Ak\npZTnJPn5JPdMcluSf0tybq31ylnvOz/JmUkOS/KRJGfVWq8acXcBAACgV0vlyvlDk7w6yQOT/ESS\n70vyj6WUNXveUEo5N8nZSZ6c5LQk25NcWkpZPfruAgAAQH+WxJXzWutPzfy9lPLEJF9OsjHJhweL\nn5HkglrrJYP3PCHJ1iSPSnLRyDoLAAAAPVsqV85nOyzJ7iQ3JUkp5YQkRyZ535431Fq3Jfl4ktNb\ndBAAAAD6suTCeSllLMmFST5ca/38YPGR6cL61llv3zp4DQAAAJatJXFb+yx/muQHkzy474bHx8cy\nPj6WiYnx7Oy78SQTE+NZtWp8r2WjqDXqdRqGudZpWEZVayVuv7nWCQAAWJwlFc5LKa9J8lNJHlpr\nvXHGS1uSjCVZm+++er42yWfm2/4RRxyUsbGxTE6uyc19dHiWyck1Ofzwg/ZaNopak5Nr8tUR1Nmz\nbPsIak1OrsmWIdTZV61R1BllrVGuEwAAsDhLJpwPgvnPJfnRWuumma/VWq8ppWxJckaSywbvn0w3\nu/tr51vjppu2Z3x8LNu23dZfx2fYtu223Hzz9r2WjaKWdVqatVbi9ptrnQAAgLnN98LWkgjnpZQ/\nTfLYJD+bZHspZe3gpW/UWr81+PnCJM8rpVyV5NokFyS5LsnF862za9fu7Nq1Ozt37uqt7zPt3Lkr\nt9++a69lo6hlnZZmrZW4/eZaJwAAYHGWysDRpySZTPIvSW6Y8b/H7HlDrfUl6Z6F/rp0s7SvSfKI\nWuuOUXcWAAAA+rQkrpzXWud1kqDWel6S84baGQAAABixpXLlHAAAAA5YwjkAAAA0JpwDAABAY8I5\nAAAANCacAwAAQGPCOQAAADQmnAMAAEBjwjkAAAA0JpwDAABAY8I5AAAANCacAwAAQGPCOQAAADQm\nnAMAAEBjwjkAAAA0JpwDAABAY8I5AAAANCacAwAAQGOrWncAWP527NiR6emp3ttdv/7UrF69uvd2\nAaBvw/pbmPh7CAcK4RxYtOnpqVx00dk55uiDemvz+hu25zGPeU02bNjYW5sAMCzT01O56F1TOea4\n0mu712+qeUzi7yEcAIRzoBfHHH1QTjzx0NbdAIBmjjmu5MSTN7TuBrBMGXMOAAAAjQnnAAAA0Jhw\nDgAAAI0J5wAAANCYcA4AAACNCecAAADQmHAOAAAAjQnnAAAA0JhwDgAAAI0J5wAAANCYcA4AAACN\nCecAAADQmHAOAAAAja1q3QGAA9mOHTsyPT01lLbXrz81q1evHkrbAAD0SzgHaGh6eioXXvz03HXd\nwb22+7XNt+Z/5tXZsGFjr+0CADAcwjlAY3ddd3COOvnQ1t0AAKAhY84BAACgMeEcAAAAGhPOAQAA\noDHhHAAAABoTzgEAAKAx4RwAAAAaE84BAACgMeEcAAAAGhPOAQAAoDHhHAAAABoTzgEAAKAx4RwA\nAAAaE84BAACgMeEcAAAAGhPOAQAAoDHhHAAAABoTzgEAAKAx4RwAAAAaE84BAACgMeEcAAAAGlvV\nugMAjMaOHTsyPT3Ve7vr15+a1atX994uK8ew9r3E/gfAyiGcAxwgpqen8uxLnp5Djju4tzZv2XRr\nXpRXZ8OGjb21ycozPT2Vcy5+Rw5Zt67Xdm/ZvDkvTex/AKwIwjnAAeSQ4w7O4acc2robHIAOWbcu\nh518UutuAMCSZcw5AAAANCacAwAAQGPCOQAAADQmnAMAAEBjwjkAAAA0ZrZ2ADhADev54549zlJi\nPweWC+EcAA5Q09NTOeddb8sh647prc1bNl+fl+Zxnj3OkjE9PZW/ePdns3Zd6a3NrZtrnpzYz4Fe\nLZlwXkp5aJJzkmxMclSSR9Va3zXrPecnOTPJYUk+kuSsWutVo+4rAKwUh6w7JoedfGLrbsBQrV1X\ncuwp923dDYA7tJTGnB+U5LNJnppk9+wXSynnJjk7yZOTnJZke5JLSynuJwIAAGBZWzJXzmut703y\n3iQppYzN8ZZnJLmg1nrJ4D1PSLI1yaOSXDSqfgIAAEDfltKV830qpZyQ5Mgk79uzrNa6LcnHk5ze\nql8AAADQh2URztMF893prpTPtHXwGgAAACxbS+a29lEYHx/L+PhYJibGs3MI7U9MjGfVqvG9lo2i\n1qjXaRjmWqdhGVWtlbj9Wq7TSrRS93OWh+X+fTRXLZjNfg4sF8slnG9JMpZkbb776vnaJJ+ZbyNH\nHHFQxsbGMjm5Jjf33MEkmZxck8MPP2ivZaOoNTm5Jl8dQZ09y7aPoNbk5JpsGUKdfdUaRZ1R1lqJ\n67QSDWvb7Wm71T7B8rDcv4/mqgWzdftf/0cuc+/n3+q9zly1gJVpWYTzWus1pZQtSc5IclmSlFIm\nkzwwyWvn285NN23P+PhYtm27bSj93Lbtttx88/a9lo2ilnVamrVW4vZruU4r0Urdz1kelvv30Vy1\nYDb7OdDafE+uLZlwXko5KMnJ6a6QJ8mJpZT7JLmp1ro5yYVJnldKuSrJtUkuSHJdkovnW2PXrt3Z\ntWt3du7c1Wvf99i5c1duv33XXstGUcs6Lc1aK3H7tVynlWil7ucsD8v9+2iuWjCb/RxYLpbS4JX7\np7tF/VPpJn97WZJPJ3lBktRaX5Lk1Ulel26W9jVJHlFr3dGktwAAANCTJXPlvNb6wXyPkwW11vOS\nnDeK/gAAAMCoLKUr5wAAAHBAEs4BAACgsSVzWzsAAHvbsWNHpqenem93/fpTs3r16t7bBWBhhHMA\ngCVsenoqz37XP2Zy3Qm9tblt8zV5UZINGzb21iYAiyOcAwAscZPrTsjhJ9+rdTcAGCJjzgEAAKAx\n4RwAAAAaE84BAACgMeEcAAAAGhPOAQAAoDGztQOwbHn+MwD4e7hSCOcALFvT01P53Xe/Kgev+4He\n2rx185fzJ/ltz38GYNmYnp7K5W/8cMqRJ/XWZt1ydfKk+Hs4QsI5AMvawet+IIedcmzrbgBAU+XI\nk3Lf4+7duhssgjHnAAAA0JhwDgAAAI0J5wAAANCYcA4AAACNCecAAADQmNnagWVjlM/w9LxQWJ58\ndqFfo/pMrcTPrnXaP75nhXNgGZmenspb3nl2jj724N7avOG6W/P4vGavZ3hOT0/lf//t2VnbY62t\n192a35yjFtCf6emp/N7Ff5ND1h3XW5u3bN6Ul8SzfjkwTU9P5QPvnMrdjy29tXntdTXJd3+mpqen\n8tG3X5aTju6vztU31OSx7T6709NTufwNn0xZe4/e2qxbr0x+o/E6vel9KUed0Gu79cZrkif6nhXO\ngWXl6GMPzvEnHjqSWmuPPTjrThpNLaA/h6w7LoedfErrbsCKcfdjS+514oah1znp6JL1Jwy/ziiV\ntffIfdfdp3U3elWOOiEbjvvB1t1YkYw5BwAAgMaEcwAAAGhMOAcAAIDGhHMAAABozIRwAACwjKzE\nR3SNku3HUiWcAwDAMjI9PZW//7upHHfsPXtrc9N1VyQ5MB5lNT09lc+++XM55cj+Htv2hS01+bUD\nY/sxPMI5AAAsM8cde8+ccvLKeuzYKJ1yZMkPHX/f1t2A72LMOQAAADQmnAMAAEBjwjkAAAA0JpwD\nAABAY8I5AAAANGa2dgAAknj+M7B0HIjfR8I5AABJuuc/P/ddH8rkupN6a3Pb5qvzwnj+M7B/pqen\ncsVf/n3Kkcf31mbd8qXkCUv3+0g4BwDgOybXnZQjTl7fuhsAKUcenw3H37N1N0bGmHMAAABoTDgH\nAACAxoS6ptTYAAAgAElEQVRzAAAAaEw4BwAAgMaEcwAAAGhMOAcAAIDGhHMAAABoTDgHAACAxoRz\nAAAAaEw4BwAAgMaEcwAAAGhMOAcAAIDGhHMAAABobFXrDgCw8uzYsSPT01O9t7t+/alZvXp17+3O\nx0pcJxbHPgFAn4RzAHo3PT2VZ13ywhyy7oje2rxl8015WZ6bDRs29tbm/pienso57/qLHHzckb21\neeumLXlpntxsnVic6empnHvxu3PIuuN7a/OWzV/KixP7BMABSDgHYCgOWXdEDj2lvyC7FBx83JE5\n7OTjWneDJeSQdcfn8JNL624AsAIYcw4AAACNCecAAADQmHAOAAAAjQnnAAAA0JgJ4QBgCfF4Lg4E\n9nNgKVkq30nCOQAsId0j296Ug9cd3Vubt26+IS/NEz2eiyVjenoqz3/XJ3Pocfforc1vbLoyL4jH\n0AH7b3p6Kle85W9TjurviSz1xk3J4/fvO0k4B4Al5uB1R+ewk+/euhswVIced4/c9eT7tO4GQJKk\nHHVcNhx/StM+GHMOAAAAjQnnAAAA0JhwDgAAAI0J5wAAANCYcA4AAACNCecAAADQmHAOAAAAjQnn\nAAAA0Niq1h3YX6WUpyX53SRHJvlckqfXWv+9ba8AAABg4ZbVlfNSyi8leVmS5yfZkC6cX1pK+f6m\nHQMAAIBFWFbhPMnvJHldrfUva61XJHlKkm8meVLbbgEAAMDCLZtwXkr5viQbk7xvz7Ja6+4k/5zk\n9Fb9AgAAgMVaNuE8yfcnmUiyddbyrenGnwMAAMCytOwmhFuM8fGxjI+PZWJiPJ+/8bpe2643Xpcf\nnBjPqlXffb6jq3Vjz7Vu3KvWxMR4Pn/DV/qtc8NXcuo+1unKLbf0WuvKLbdkwxzrdPWN/dZJkqtv\nvCVHzlHr2hv6rXXtDbfkpH1sv0033NprrU033Jp7z7FOm6/vt87m62/NA/axTtffsL3XWtffsD0T\nc6zTDdf1u043XHfrXnX21Nrac62t192aiQftvU5f29xvnST52uZbM/GAvWvdsqnfWrdsujUTG+be\nfrdsvqnfWptvysT99l6nWzd/udc6t27+ciY2zr1Ot27a0m+tTVv2qtWt0w391tl8Qybuv69/p+t7\nrXXL5uv3qtXV2dxrna7W5rn3882beq6zKRMPOG0f2+9LPdf6UiYecN+91mnb5mt6rbNt8zWZuH+Z\nc522bb6651pXZ+L+6/Zap29surLXOt/YdGUmNs7977R1c+211tbNNRMb77fXOl2/qd86SXL9ppqJ\njffZq9am667otc6m667IfR54nzm337XX9bte115Xc/LE3ut09Q391rn6hpqjJu475zp9YUu/tb6w\npWbjxIa91unyrf3u53Xrlbn3xNz7+eVb+v3s1i1X594Tx+y9Tjf2+32UJPXGa3LviZP3qjW9pd/v\n2LrlS1k/ceqc22/6xn7/dtQbN2X9xAP2qnVHxnbv3t1rJ4ZlcFv7N5P8Yq31XTOWvynJobXWn2/V\nNwAAAFiMZXNbe63120k+leSMPctKKWOD3/+tVb8AAABgsZbbbe0vT/KmUsqnknwi3eztd0nyppad\nAgAAgMVYNre171FKeWqS30uyNslnkzy91vrJtr0CAACAhVt24RwAAABWmmUz5hwAAABWKuEcAAAA\nGhPOAQAAoDHhHAAAABoTzgEAAKAx4RwYmlLKia370LdSyrF38NqDRtmXUSmljPXY1uQdvHZyX3UA\nABarlPJ9d/Da9/ddb1XfDcIolFJ+LclXa63vGfz+kiRPTvL5JI+ttX6p53pHJ3lIkh/IrJNatdZX\n9VlrFEopD6u1fmAfrz2t1vrankpdVUr5YJI3JHlnrfVbPbXb0j+WUh5Sa71p5sJSyoOTvCfJYW26\ntTillHNqrS+dY/lEkrcmeWxPpd5TSvmJWut/zqpTkrwvyT5PfixEKeXOSX4oc39237WIdvd5kmG2\nWuu2hdYZ1PrJ/aj1j4upNUftH8jc2+6yPusMat0lyXFJVg+zVinlAUkelrnX65k91jkoyY9m7nXq\n9e/GqNZpUGtk+8QolFKOSPKgzL1ObxxCvZFsv1LKhux7n/i9Htq/o+OI36q1vm6xNehfKeXg7L0/\nLOpvVGsj+Ez9dSnl0bXW73r+eCllbbrjlnv3VCeJcL6XwYHc07PvL7T7LaLtlyf5/Vrr9sHP+9Tz\nAcJEkt9J8pjMfZBwRE917prk/Ox72/VSZ+C5Sc4a1D09ydPSreMjk7wiyS/0VaiU8sQkr0uyI8nX\nksz8cO5OsuCDrFLKZ2a1t0+L2ffm8DeDgPSpWf15RpILkvQVzu+X5NeTvDzJa0op70jyhlrrJ3pq\nv4WPpQvoD6u13pIkpZQfSfLuJOe17NginVNKuanW+oY9CwbfHX+dfv/w3Jrkb0spP1trvX1Q515J\n3p/koh7rpJTy35P8ZZK5zmzvTjKxiOa/nu/92R3roU6SvHee7+ujVpKklLIxyZuT3Cvdeuxpv691\nmlnrbkn+T5JH7OMtfdZ6bpI/TFKTbM3e3+d91dmQ5O+T3CXJQUluSrcffjPJl7OIvxtz1BrVOo1y\nnxjasdisOr+U5I3pjou+kb23XW/hfMTb7/eSvCjJ1RnePvHeUsqrkjy31vrtQd3vT/dZfki646be\njOoYc1T73ihrlVJOSPKaJD+W5M4zXupl32uYb0b1mTouyeuT/MaM2kcm+UCS6Z5qfIdwvrc3JPnJ\nJO9M8on0+IctyYYk3zfj533ps2aSPD/JmUlelu4P+B8luXuSR6X7ouvLW5KcnG4bzv5j0Ld1Sa4a\n/PyoJP+v1voXpZSPJPmXnmtdkG47/XGtdVfPbf9dz+3N1zlJ/qGU8iO11iuSpJTyrCR/kOSn+ypS\na/1skmcM2v7ZJE9M8uFSypXpDnreUmv9Sl/1BmHs1lrrhwe/Py3Jb6a7o+JptdabeyhzZrrvh3eX\nUh6e5IeTvCvJ82qtr+yh/VZ+Ot1Jh2/UWt9ZSlmVLizfM92BQ19+Ick/J3lbKeWXk6xPd+b5bX1f\n4Uvy6iT/N8n5tdatPbfd5zb5XtaMsNYeb0xyZbqDkWF/n1+Y7o6TB6b7/v75JGuTPC/Js3qu9Ywk\nT6q1vqnndmd7RboTdk9JF/oelOTb6e5C6ft7YlTrNMp9YpjHYjO9ON3+94Ja644h1dhjlNvvWUme\nXGt9/RBrPCzdyc//Vkr5lSQnpPt3q0nuO4R6ozrGHNW+N8pab00XWJ+U4Wy7VvlmVJ+pn0ryoVLK\ny2utzxzcTfuBJJ9L8st9FxPO9/bIJD9Va/1I3w3XWh82188j8Lgkv1lrfU8p5bwkb6+1Xl1KuSzd\nAUNfZ/AfmuQhtdbP9dTeHbk1yV2TbEr3xbbnTN230v+B7F2S/PUQgnlqrS/ou8151n394Fa+fy6l\nPCTJL6W7G2FY+/7t6a7WvyfJU5P8cZI/SfLCUspFSc6ttd7YQ6mXJjk3SUopp6Y7IfXydAcRL093\nFX9Raq27BqHyPemu9v5QkufUWl+z2Lb3aHFHRa3130spv5jk70opO9L9sTs5ycP6DLa11ttKKT+d\nLoRdlORHkvxlrfWcvmrMsDbJy4cQzFNr/WDfbd5Brf/83u/q3YlJfrHWetX3fOfi/XiSn6u1frKU\nsivJl2qt/1RK2ZbkOek+a33ZlaT377g53DfJbw2+L3YmuVOt9YuDK5pvTvI3PdYa1TqNcp8Y2rHY\nLIemu5tr2ME8Ge3225VkqN9RtdZ/K6XcN8mfJ/l0uqu+v5/kJbNv/+3JqI4xR7XvjbLWfZJsrLXW\nYTTeMN+M5DNVa/3KYHjZh7sReHlkun3+ccPIBsL53q5PckvrTvTsyCRTg59vTffHKEkuSXdVuC9X\nZHRXeP4pyesHIeYe6W4fTLqrcNf2XOsNSf5HulvEVoxa60sGt4l9Mt2tPw+vtX5sGLVKKfdPd8b2\nl5NsTxfM35BufPHzk1yc5LQeSp2Q7ip5kvxikktqrc8tpdwv/7WP7LdSyg/Nsfi8JG9Pd0b6Q3ve\n09MYp5l3VNw53QmNzyf56GDZg9Lt63/aQ63vqLW+v5TyhCT/L8nlSX601vrVxbY7x/jsXelOCP3T\noNYFe97T89i3d6a7je/qHtvcpxGOmb5Tkgfvo9Zf9FTmfekO6EYRJA5Kd6t3ktyc5G7proZMpRsa\n06dXpBsG9T97bne2b6fbz5Nu3Y5L95n6Rro7v/o0qnUa5T4xqmOxtyT5mfR/N8NcRrn9Xpnuro2+\n7zyZ7R5J7p/kuiRHJynpLmhsH0KtUR1jjjIHjKrWv6f73hlKOG9oZJ+pWuvmUsp/S/Kv6Y5dHj+k\nk1DC+RyeleTFpZSnDGFSsXmfKa+19jZmOt2X5lHprjJfne5K86eTPCBJn1dknprkRaWU85P8R7qD\nk+/o+aD7aelu0V+X7qzZ1wbLN6YLTH16TpJLBrdMT2Xv9erlVtxhzw1QSvntORZfn24M5IeSnFZK\nOW1Qq5e7KUopz0x3tbqkC8dPSPL3M840XjMY039tH/XSzQtwl8HPP5HulrukG+857wm85vDZ/Nc4\npj32/P5b6SYj7G2M08w7Kkopr0/yqlrr7898TynlBVnkQf4dfCd9Jd2Y6r8YnCVe7HfSvsZnj6U7\ngPytDGHcZZKzk/zfUspDM/dnt6/9fJRjpk9N91m6a7rviO1JDkl319DXk/QVzs9M8uZSyr0z9/f5\ngifTm0NN9x1xbbrbBH+rlHJtun2jjztqZvqTdJMSXp3uhNfs9errb+9n0v2N/UK6K5jnD8bjPj7d\n9uzTqNZplPvE0I7F5qhz8eCge67viD/osdYot99L0u0TV6YbEzu71mMWW6CU8uwkL0j3nXNOujut\n3pLkslLKr9ZaP3pH//0CjOoYc1T73ihrnZnkz0spx2TubbeoE8gN883QPlOllJsz93HLXdKd0Pva\njOOjPufUEs7n8Ml0V6q+WEr5Zvb+h17MP8A3FtOxRfjbJGck+Xi6MZhvLaX8RroA+Ioe63w9XQB6\n/6zlvR9011q/nu7Ae/by5/dVY4bnJHl4/uuM41Am28nw5wb4nX0s35nuKtyDB78vapK7Wc5KNybo\nTXdw2/qXM2OSjUX6cJKXD+YeOC3d1dmkO7t/3SLaPWGxHVuE/5HuysRsb033ffWkRbS9r++kSxfR\n5lxGeZvbTI9NdzLyW+muoPc2meMsoxwz/Yp0Vwt+M91Jpw3pbid9U7rxs305Pd13wlwnHPo+ifLK\ndCeQk+5g/73phmPtSDdPRZ9elW5//ED2nuCzT89Nd9IkSf5XuhOFf5YurC/mMzuXUa3TKPeJYR6L\nzfTbSf57uhPVR2bv74g+w/kot98r0g0X+VC6E3jD2CeekeRRtdZ/GPz+H4MT/C9M9z14p57rjeoY\nc1T73ihr3S3JSelOIu/R58RprfLNMD9Tw74TaZ+E8729Pckx6f6w9jq5QK110eNdF1j32TN+fkcp\nZVO6HfoLtdZ391jqbem+WH4lw5/sJKWUw9IFsNkzXO6utb6lx1LPymgm2xnq3AC11pEHzFrrKfN4\nz450YzD7cHa6W70fneSsWuv1g+WPyPxnvN7LnjPapXvW5euSXFBrvWaRfZ2v29L98fnCrOUPThc6\nF2zPd1LpnmO+LslXaq23LabNfdT54KDOqnTfrW+stS7mZMl8/VG6k14vGsa4sBlGOWZ6Y5Kn11q/\nPah1p1rr5YOxzK9PNwlZH16d7gTQBcMYsz9TrfWtM37+VCnl+HQTEW7qY1jFLL+W7m6rPv9N9lJr\n/eSMn7+cLgAOy0jWKSPcJzLEY7FZnpvk7Fprr0OE9mGU2+/Xkzy652O82U6d/fms3azt55RSLhlC\nvVEdY45q3xtlrTemu5vnscOo0yrfZIifqVrrm5PvHLf8SpJLR/C5TSKcz+WHk5w+ggknmhncatT3\n7UZJ97ilDcOacGKmUsrPpPuiPjjJtux9trvPcP6fGc1kO6OaG2CkypCeMz2XWuumdBN1zF6+r7sG\n9rf9bw8mTRvlv8eFSf5sMG5+zyPoHpju6ltf/RhLN2ZrffY+CdCbWuvtpZRz8l/DDYZtdZJ3DDmY\nJ6MdM70z/3V15cvpTqpcnuSr6e606ctdk7xi2AcjgxNeVyR5ZK318iSptX4z3dCrYbgpI5qDYIRG\ntU4j2ScGRnUstivJPw65xh6j3H5fzxC/y5NkTzAvpZyc7qrsh2o34edYHc6EmaM6xhxlDhhVreOT\n/OywJ05rYOifqcFxy5+ne1zbSAjnexvZpGallEdn3+OLF3VAV0r52fm+t8eA9MmMbsKJl6U7E/jc\nwYHcML0y3XMo5xqz3adRzQ2QUsodPru11trLbZeDcfpvSfcFOlsvt6HNMdnYPvU0Ju3v0g016HNI\nyD7VWl9USvliulsIf3Ww+PIkv15r7eW54LWbUfoL6f6dhnpAl+6WxB9N/xM3zuXN6YY2vHDIdUY5\nZvqz6a6eX5VuYprnl1IOSXf1tM/nrf5Nululhxr6Bie87vy939mb85K8oJTy68P821FKWZtuLPgZ\n6U5MzpyvIrXWPm9hPi8jWKeMaJ8YGNWx2J+mGyJy7ghqjXL7nZ/kD0opT6q1LuoOq30ZTCh7Ubp1\n2p3klCRfTPKGUspNtdbf7bnkqI4xRzm58ahqvT+jm4xwqPlmllF9pj6RbgjZsOcgSCKcz+XZSV5W\nSvlfmXtykF4mnBhMzvVH6cYJ/ly6cSAnpQtir+2hxHyfn93nOJ1XJ3llKeWlmXvb9Tlj8THpJska\ndjBPulvnf7yU8sjMPbFKX5NbjGpugCQ5fNbv35furPRh2Xs812K8Ot0f72E8Z3qPfU02Npc+9vUv\npDvoeXCST2XWrLR9TTI2q82L0m3HYXp2kpeWUs6qtfY9YdVM/5BuUp9TM/f26/Nuiokkv1e659Ff\nliFN5pjRjpn+/XR3DCXdWOa3J/mr/H/2zjtcrqpq478QEKQIgohU6UtBOmJogoCIIKA04UOKgPSO\nhN5RIdRQBCkmSFeQIh2BgIAIKCh10RKaAtJRwQDJ98e7T+bMuTM3N3fW2TfBeZ8nT+6cufesOWf2\n2Xuv9r7adG0daOcp4GdJarE2Mr2EM4EDzGwHl+xindgTrbWvpgBK9bqiNo4j0dx9DArQ1Fkam+ua\nco6JLHsxJMW0fpJ3bGVnSn2mdkIBw1dTcLdqK0Id5ZR03kKJoMDlSLo02jnPtcfMNfZy2vodcEpa\nd1vZCVt3M/g3ZeR6pn6Ovqd5aL1vCVVk6TrnPVH0pd5WOR5NOLErsKO7X5rYqoe5NFCPBjomgHD3\nqSb+W+G4PP1fzspGEk6UcTMiyXou8Jzt8DaxmrQtkZEbAHf/XvWYmU2FCIsiI5C16UyXUCYbmx9J\n3o2k0bqxIsoqHhRkb3s0JpZL/8qIJBnLjV8hFtK/mnTOm3rPA4lpit7OVo5x9DyxBOqzAwWfqrZC\nkLNn2ksMyC6SxdUjz1/CDqi9ZrX0r4zocf5VFJhc28weoefGJ5Ldt6+B606xCrCquz+cwVaua8o5\nJnLtxaZDskigPXGd++Lc96/fPCt9xNpIgvWlgrU64WlURh2NXHvMXGMvp62z0/+tCA6jr6lW/6aC\nXM/UZen/8vnq8m+6znkL5GIVng+4N/38Pg1W1wuB+2jBRN5fmHSLL3f3/1aOfwrY3N2j+j9zEo5d\nj7J8i1FzFHCgiC5q5AZoZ2+cmZ2MWFaHBZ22dp3pcm+bmR0O7OvuZTm9a9OGf0cCiOc8M7Fe3RJ7\nJWRhJs0ZOHT3LPO5ma3i7neX7NbWM21mPwYucfe/13H+ApnH+dtI7752eEmmsGa8SKWUvS7kuqbM\nYyLLs+vum+awk2xlu39ekd6sCTMgKdYqZiW4FS8h1/3LqS6Sa5znTNhl828yPlNZ931d57yCmkgs\nWuEVNIE9j3qMh6BexQWIX9BHoOjca5XjM6X3Qpxzr18Psoxz0/85ooDZYAo/70GDeOIJ4PQcJHsJ\nCxE7L2TRmS5hRdTnW8WDiMl6SkTdEntAg5m0i37hdjN7GZWYX+Tuj9doawfUFnAXYqm90t0HSsYm\nBAPI9Fsn9kbf007uPmagP8yUhox7sS76jz+gVpoiEDA+VeANRbJ+oci1x8w59j6h4zynf5MFmf2b\nrnNehZl9vbf33f2uIFO3AxugkssRqBdkE1SqHV1CXZRdVDEPgdqEKUPfFoEZ+qxRQDMbTS8lsO6+\nYJCdjVHpzIM0MuZDkHbo5u4elllKGfIyBqGe2fWIkzWDfDrTBV5E5D5DK8d3SO+FIPUdbUDrTHZU\nH3OBWiX2WiERdFWvK6zPzsxmQCVore5f2PWY2R30/uyuEWRqLmBzNN4PTN/Nxei7CpWMc/cvmdny\nydYxwJlmdkOyd51LmrBj5CKNLNmbGs0RC6HKgPfMbC7gXXf/V6CdcfQ+Jvod2DWztyrnngF4tm6t\n5DqvqWIn25jItRdLVVW93bslI+wkWznv34f0fl2favfeJGAocFuajz6FKu4WR47ZygHnb0KuPWZG\nPyDnOG+VyCrbCQv0k9G/GYB1ajFa71tClYe6znlPjGpxrDzBRWVkdyTJSrn7mWb2BpJUuBbpKHcM\nM3sIffbxaAItE+0MRlGsyJ6k4ZXX06Ae1rGo9KkW+SQzm64uNtKEUyuvp0GsjesAJwTaGQb8zN2b\nJlEzOyq9F1n2uUzl9Tjgn0jTvdfJbhKRS2e6wD7AlWb2bUSsByL0WwTYOMKAma2JntPnUF/xoyiT\nPYh6SpmzSOwlh/l4VD7fil0/aoO/DHADmhtmQDJQn0NzxGvEBhuq/b7TAEuj/vOwIFTqKz8DOMPM\nFkCaqNsgopq7AoMAhb0HgQdTifsayV5RGRLl9OUijST16N+ENj3Toh7g9xCD9rS0robpL6p8G8V8\nvg2aqzpBltaQFqjzmsrINibItxe7rPK6mCNWIz7wmfP+bd7C1jJI8SOkDcLdHzWzRVGF3HuIqPK3\nwJmJDyMaufaYo1ocq2Ps5bTVao5YAPgItR1GOue1+zclZHmmzGxBRNq8BI1ec2h8V92e85rR6ote\nBm2CD4kykhyVcaXXl9FzkegUBUnM0ohArZx9GItkf8IcPnev3jvMbBFEMhbpxBZ9uAejTdscZrZo\nIpw4Bhjj7udH2XL36oJQfIbdUCQwCnPSenG5CNg/0E62Xlzy6UwD4O43pDG3K3KcQSylZ7t7VOb8\nZ8CJ7n6Emb2HnP7XUOayDgKeXBJ7w1D/2y6oN2w3pIqwE2KUjcIp6DvZGVXuDEFZxYvoufnqCN5G\n3z5VIMzY6r0Am6PN7DhUxncMPUlqIm2NT+X0/0D3cu7Ac+cijQR97w8iqZ83SsevotHCFAJ3v6bF\n4SvM7DEku9fvtWOgWkPqvKaKnZxjItde7CetjpvZfsCiUXaSrWz3r02l3WWpUmBj4JwgO++gIHzt\nyLjHzDL2ctpy92pCppChHYnm2TBk8m+Kc+d6poYDoxFx6WiU9JkNtRtGqxJ0nfMq2vTu3ZrYi0+m\nJztzv2Fms6Av+POkKFPpc3QcASxIYpK0yuU1Z5fbfYanzexAtPH+0sR+fxJwCMoKDKV58/Yoyl6E\nOee94EbkqEX1S44CVqWnDuUqqLdrSkQunekJSGXEB9do4suopBgUdf60u/8rlY1dgxaFSOSS2Fsf\n2NrdR5nZCOAP7v6MmT2PSusvDrKzNLBTIiD8GJg2BdaGovFSuzICmo/uJ3hRNcnrbQlsgligryFO\nJaBsZy40BrdEDu19SFP78t7+rlPURBoJmvdWcvexFdbnMQQGHCaC+whyWADS2J7T3V+rHJ8NeC2q\n1HwiCL2mVqhrTOTci7XB1SgIulOdRmp8ptrhXhrM3ZMMM+tzmb8Hy0u1sRG+x8w59gZynLv7u2Z2\nBAqWXxh57rr9m95Q0zO1IrCGu7+e2ojGufvdZnYQqrDpEfzoBF3nvO94FWlGhsDM1keb3RmBd+nZ\nixvZn31BsrkcDaKxx9z9ofZ/FYqPUE9mJLZGUg23mVl5ofkrsUGA3rAJKsmNwrXA8el7ui8dGwJs\nChxhZhsUvxjR35J6gNoxgEfp4ubSmZ6ADIvCv2ncr3+gHtnH0uvPBZy/CZ5PYm9WGtKE79Ioj76b\n2IDDhzSi6q/R0Mh9B5g30E5vWBHxIITAzH6GykjnQiXZewHXuFjbQ2Fmo1DA7mm0hmzi7jkkJQtE\nk0aCntNWzuo8qFy2VpjZp5FW+MuBp21HfDQtqlyrFTVdUzvUMSbaIXQv1gu+jebBHMhy/0wKPbsB\nnSg9PExzWW875CTmrWOP2Qq5xl5OWzPTaJULQU7/phdEP1ODaaxFr6Px5oj0Lvx76jrnFbSIChZE\nWQfSs3+xE5yEensPrmMDV4aZfR6VlKyOJGsAZklkSZu7+z+D7GxQOVTcu92BeyJslDA3PTPMoE3e\nNJGGSr37BQahPuDZUfl0FAr9511bnPfnpZ87XvTMbE9UijYS2BCRdiyESqXP7OTcFWTRmS6QaVG4\nDzlHT6De6ZPMbAlgIxpBldrg9UnsPYd60F4AnkSBm/tRRv3tXv5uUvEQGmdPA3cCR5vZ54CtUOVL\nGMysmoUv5qTlCezXB76Oyip/7cG65i3wZyQXWItUW4GMpJEAt6CKpx3T6/FmNiPqjb0h0lAL0rZB\nSLnkP6gft9Pz75l+HA/sYGbldrLBaKw82amdis1ar6lkJ9uYyLUXM7M/0PPezYnmwtDgceb79096\nXtcsKCjZK7HaRJBVUqqMXHvMjH5AznG+Z+VQYWcrVAUaiZz+Ta5n6lFUpTYaVTEOTdUNO9JIaoSh\n65z3RLuo4H1AJOvf3MBpdQ/chNPRQr24uz8BExgHL0DlGFv08reTgqsrr8cjkrHbEdFYJB5HpZBV\neYNNaDiDUaheV0GeNsrdwzZZORnokfO/o7tfambbAsNSafHRxBFK5extL5BjUdiXRr/yEenn7yNn\nM++iRL4AACAASURBVLwSAMDMtkI92gsAK7r782a2NzC6Tb9pfzACLT53AscBvzOz3VGwK/K6Dqah\ne3oICpiche5fKLMqPdUoxqFo9+HufkuUEXcPZybuxdZ+AMl5JZLJvIJcpJGkc95sZo+jdoBLEInj\n68StTwX2odlpKa7rT+7+VtD5QXuInYGPS+8VXC+RBHeFzTqvqUDOMZFrL1YNqBbXdHsNAbCc96/K\nE1LYuq+TAKJnlpSqINceM9fYy2mryr9SjIcLUHtmJHL6N7meqWMRgS1Iwvk61G76Btr/hWLQ+PHh\nyaspGok1toxxwD+j+7VTRucyd/915Hnb2HoHWMvdH6gcXwG4xd1nqfszRMPMNqQxqRyOnCRDEeHv\nuPutA/jxJnuYpH2+nJy814BvuvtfE7nKfe7eiq27E3sLo8z8Xe7+vpkNcvc6Muf/BpbIXOZbK8xs\nF8SkeipyZr+SAinbAtvUFQBJc+FywDM5egenZJjZpsiJLAiknkJyYFcE2ymyyVsAc6TDryJn9sga\nHfXaYZJS+z4KEM2I+n0vdvf3B/SD9ROpMm2jYOf4fwa59mJddAYTScQeNFomnwBOd3cfuE/VGXKO\nvU/iOM/p3wwkzGxW4K069rLdzHkFdUYFKyU51wMnpAz2I/TsxY3UzJuqev6ED6n05E4pcPdrUgnz\n4agH+Gi0mVs/wjE3s8940nVOjJa9fZZI/ec1UYSzvNCd6u6/j7KR8ArKkD+PypiHoH79BZh4L1mf\nkciPfo1YwMejbNhzwPlm9laRBQzEzahkuRbn3Mw2Q20AnwJuc/d+E+tMAvZAOudXJ+KbAg8iErCO\nYWaDgIXRdbm7f5TmwtD50MyGoDL54v7VwW6fDYkV9lLEC/EUjXLlxYHLzew3wBYRi7eZzYxKNxdC\nz9QT6a3FUB/p2ma2ahuCockaJq3fe939YkrEg2Y2tZl93TvU+k2lo48moqBeCa2iAlF1Vw0NxDXl\nRM17sakSo3TxDPf2ObIojUQg7SefTGNisd5+190fD7C3MWqZfJBGq9UQ4FEz27wNY/xkj5zVAQNc\niRCGAfRvaoeZzQ98E+1b7nT3RwHcPZJzqgld55wJvRjnuPsHLfoymuDuneheVktyQM5lFdFEGrcD\nw81sC3f/O4CZzY2Ynm/r5MSp3+Mwd/93i96PJkSTf7n7H9ADUwfeMrOCafdtWvdHDyLwuzKzXZFc\nwxU0JKWGADeY2T7uHtkLfjuwAWoBGAGckgjilieWLfsUNDEXpF8FLkdMpNHOeW2LQspgn4mcsA+A\njcxsIXcPlblrgQVo3arxXxplVv2GSZf7WuTkAbxkZhu7tLTDkMbX5cD76HvZ18wOcPeQAEPJzpvA\noolVtdqL2wR377SFYy9gLWADd7+u8jk2QM/WXqjqoVMchoKpi7gUCcq2DkGBqUPpQHbRzP4CrOnu\nb7Xg2mhCIGkkwB2oT/C1yvGZ03udzrEPI56Q1+id0CpyPh+E2qy+QWtyyo06NJHlmnKOiYx7sQ9L\n6/tH9M5/0im/S85n6lEaY+JReo6J4nXUOB8G/Mzdm/axZnZUeq9j5zzXHjPj2MtmK2Wwt3Wxsve6\nrwuYj7L5N5nnpG+gEvZPp0Mfmdl27n5RJ+edGLrOubAPitZ/QM++jDLGox7tfiFzT3EZu6PN9xgz\nK7Se50WTd6dkMcvQIGDrTUpgSuufWIMGE3uuvumDgX3c/YzSsdPM7J70XqRzviNps+juZ5rZG8BK\naJz8ItDO2sC33P0la5ZIehqolnNFoJDVq2NR2B04yhsShT9A96pu53w0kh+rRtjXoTng0V+cgNaC\nLZHD/2N0XdESLgeh72c3d//YJEFyMEHZ/xL2ocGqunfwuav4IbB/1TEHBYJM8nBRzvlGwO5VxzzZ\netHM9kf8Ip2Mx2vQGIDWm626UDgMVcyGKqM6xQKoD7H4OQdORTJcd6DWg+g1MNc15RwTWfZiKDBd\ntBus38F5+oKc928RGmNikZptgQJqrUhWLyJuXcy1x8w19nLaeofGfam1oiqzf5PzmToGKbDsnGwe\niwJPtTrn3Z7z/xGkKP5aNGTGnqihVLpWTCwLVkZARiw7TKy+S7v7M5XjiwAPufuMrf9y8oWZvQcs\n69IifQ9YKvVLLw/cHN3bXifM7H3Upz8mvZ4KZYHnd/d/1Gh3B+BIVGVwPrADKm0+CNjB3S/r8Pyv\nIDmuu9PrOYGXgM+4e4RjVNhpGt8mWZ9/A3N7RQt6SkEaE+buL7R5/4uozPTTrd6fRFv/BRZq5Zyn\n9+dB/ADTdWorF0rZnA2Bm2hsuECBtCVRm8U6uT9bp0gVHD9w91C2+S66mFxgZjcAv3H3EZXjP0RK\nQN8amE/WRRcxMLO3gZWKNhAzmx4pAc3h7m/UZbebOR9AmNlqKEtV9Bc/DpyQyrUjzj+hVy/1PN6a\n/pV/53R33yPCXgaUs2CzoRLOm2n0Oq0IfIsAiaSJ9fCVEdjPdy3wPZTJLGNDVFYTCjP7LLA9zeNv\nRHAfzR8QSd9h6fX45NQORRmlKQnTUsripb6+sTTKnWqBu5+XnMBjgekR+dffgb06dcwTPo8qGQp7\n/0j2Po+y9lEoFrXCzlgz+wCRf4U55xPjiCgjgC/ifSRP1NI5Bz5DnJ76m6g9pKVzjipRpjTysSKb\nMwhVO5TJ38YixuJzq380qbCeEkxtEdgP+Q41cV/AgF3TJwJmtmBff9enIHJRM1u3r78bFDS6Fjje\nzJajwXo/BHFwHFEeo90x+L+Fuv2bjPgMUg0BwN3/k/ZHMyOm9lrQzZzTUievLaL6plNJ7AjU31vo\nM66MnLNt3f2SABtvA6u7e0utRDM7HbE993kz2+Icfe5PDuhpKdu9ErijUgKOSfppLXf/bofnH0dz\nf1ZbuHtUj+KhaDK7h2ZylZWRRFjZsem05+nraGF9F5G5gMqYZ0Gkeh0RMJXsfAXxGvwFtQpci8iy\nZgVWdvdnI+xUbM4ArIYcmU+V3+uwf2sccA7SDi6wGypvmlAyFs2tUPkM0wMzRmaazexjxDL+z9Lh\nl5CW+5jiQKeObLp/hwJlRvHjUTCqvPh1OraLZ3ei6PTZNbPrgRfcfZc2758NzOfufd4092LrAiRR\n8y13/7jy3tQo8/yyu2/TgY0BqU4ysyOAEyMrNSrnr5J6terFBULn821Q68l2XgPjfK5ryjkmcu3F\nMs8ROe9fqzEBjXEROs5b2GuH8f21l2uPmdMPyDjOe+3HrtgJ4xCp278ZgGdqG5rbAi5FycJXS3ZC\ng0/dzLlQ7WNZFt2bQgpiUaRV+udAm4cAQ939lNKx08xsX5Rl7Ng5B84DbjKzVVqUSg9H/ZLrdWij\nPGAHoYfvHXo6fJEkY6AM+QEtjt+ENJo7RbmHbxnUF3sCzVn6/VAGOArbo8zXYjTIuUCEdNuXXkf0\nPJ2JGJ93KTb6ZjYY+Hl6b4kOzw+Auz9qZouifu33UJb0t8CZdZSCm9kywA0oSzsDyjZ+DjnUr9HZ\nfbsLsMqxe4FyFqbWaKdLNzRaO3QQIrmrHnuo9HMEgdALwI8qx14Btiq9jhjbZY6I+dF8MJLmZ3cb\n1BbQKX4CjDKpEpyI2NoHoWzBfqjqJYqz4gjgAcDN7LSKrd3RPFu9v5OKbNVJZZR4HGan8Yy5u/+z\n/V9N0vkn9EOa2VooKHQwzdd1bDoWhV8jybvXzGwMPckpO9oMZ7ymnGMi116svL4thtb202m+pt1p\nvceYVOS8f9OUfl4D9cYeWrF1NDFzX64+41x7zJx+QC5b5X7s6YBdUQa7nPxZHO37IlG3f5N7nbqg\nxbEyN1M0iXc3c15FGjyro4zyW+nYZ1EU6A/uflKQnf8Ci7dwmhdG8ighfYNm9ks0Sa/kDab2U9Em\n7jvuHlZabGbHo4zozi0cvnc9kNXazJ4HTqt+H2a2H7Cnu4eRjZnZ/UhD+IbK8XWBY9w9mjirdqSy\nnKXdm7VITaxtD0f0yA4EzGwUcjR3Rgv4UmhTfBEw3N2jg0S1Izl+R9Oe9bnTyPBqffk9d7+zEzsD\nATO7DTjP3S+tHP8/YEd3Xz3AxvdQRUX1e3gL2MkD5YTM7EvAWagypJwpvQsF2iIIAgtbtVYnVc45\nPXAGaoEpxvfHiGxqjxSUirL1KFqj7q4cXxUxKH+59V9Osp1CQvIKWhDCFQGJIFu5rinnmMi1F7sX\nON7dr6kc/y5woLsPibCTzpnz/j2CyDfvqhxfDTjL3XuVWpsckWuPmWvs5bRlZucB/3D3wyrHjwLm\ndfftIuykc2bxb9I5sz1TOdHNnPfEfsDaxUMC4KLrPxS4BZUXR+BFYE3gmcrxtdJ7UdgBbQ5+nxbq\nQxBT9/qRjnnCdsAq5ZJLFyvzySjDGMlqfQRwnpmtDvwpHfsaKiPsNHtUxRK07r0dTXOGe0rCX1DG\nzSvHv4z0zvuNAerXL7A0cojGpXLtaV0EdENR9HOKc86BC5EG+fnUwPo8JTrdk4AVUaCmigdRZVHH\ncPerzOxmFKkvGJKfAm6JdCqTrSeBb5jZF1B2BeApd38l0k5C3dVJZZyCAg7r0yiDXAVVUZwEtGwb\n6CcWQtVIVbyDKi2isB5qQbh7or/ZOXJdU84xkWsvtgyqQqniCRTcjUTO+7cwrXti3ySQ3d/Mvkr7\nwHF0i1euPWausZfT1qZIKreKi9B6GOack8+/gbzPVDZ0nfOe+Awwe4vjswMzBdo5CZV5LI0mFVBP\nxrZIeicEyUnZHOk/P4FKfTdw9470zdtgasQGX3X4vkRl0u4U7j7SzJ4A9kQSQ6DrW8Xd/9T+L/uF\nJ4CDzGwHdx8LE5imDyJAyqqXnqp30Cb/vKjyzhJOA4anSGaZyGU34MCyg90PB7qsuVt2JHv0vRFc\nCoSy5EUf3Gs09NXfQfKBUyJWReO6o6DJ/yheRMG6avvJDgRuEpITflXU+fpg7xXUElAn3kBl+dXN\n4YbEE+FsjBQDRpWO3ZAqfH5NrHP+AHCymW3l7q8CmNkcqLT5/kA7L1LiCakZua4p55jItRd7GtjX\nzHZx93EAJtLSfSkRZQYh5/17EDjBzLZ299cBzOxzqP3hwV7/so8ws4NR64TTM3BcR1lurj1mrrGX\n09b7yMeojumViSMtLZDFv0nI+UxlQ9c574mrgBGpPLpY1L6GFrmwrJu7n2WSMNoP2CwdfgL4frW8\nqr8wsz1LL0ehTf7NwGJmNiHj6x0SMJUwAjjfzBai+d4dmN4LQSI/+j8kxbVl1Hl7wc7A74CXzKxw\nVJdEi0+ERmo7/cmih3R/E/P+owG2ChRlvsPavFd2rifVgR6Ifv0CDwFfRQvQncDRaUOyFRB5/3Li\nSWpmhP8EYx/gSjP7No0KmxVQhnvjAftUUwZyVidNT4lcp4TX0nuR2A6t8y+YWRGgmRfNGZElkPsB\nw8xsZ0/yizUi1zXlHBNZ9mIoIH0tsK6ZFT2+yyLHqM+M+H1Ezvu3PdKDfilxHoCqKEYjxyUCeyHC\nw5FB55sYsuwxyTf2cto6FTjLzJat2NmOeA6R2v2bEnI+U9nQ7TmvIPW+nYgGbEGu8REqKd3fa2KT\nrQNm1hcZpPHu3mdZkYnYmwqxje8FzJkO/wMYDpzkFYbhDm39B2lOPx91zonYmwHYkpJOPHBJ3eMh\n3dNzgc+7e0QgoDhvn3vyO7nHufv1TfrpM7n7HWb2edSzuhLapG43JWafU9ngcajv/FF6Ekvlys5N\nkTDpf+9CQ9LlCeBsd48ur/vEwcy+hqqTyvfutOjqpMQN8Aawtbt/kI59GrWizOruawXbGwR8k+b5\n/PcuydEoG2+hwMLUiMSx+tyGsd0ne7VfU7KTa0xk24uZ2SzJTvnejSyXGgfaynL/kq2pkJNSvq6b\niwqBgPP/A/i6u0dXGLSzl2WPmXns5bS1Gbp35bE33N1/HWVjIJDzmcqFrnPeBskZWyi9fHZKcson\nB1jSGq7LcUjEX6e6+9UT+90pHWa2FHCju8810J9lUpHKUpetElWZ2ZeBv0ypxHM5YWaLIHbTKrvz\nIDqQqOmii8kFJsnFm4FpaXBeLIXKLb/l7o8N1GfrL0xSam3h7q0YgLuooLsXm3yRuFzmcve9J/rL\n8bZr3WMmG9nGXnecd1FG1znPDDN7ri+/F5XN/qQiRQB/hoiE/gw0TWQ1EI2RWgFaaWeH6hu2sLsw\n8KC7zxJ83q1Qyf4CwIru/ryZ7Q2MDmyt+AvK9lb79c8DvuKB2pq5YGbrAP8qiJ7MbDdUPvU4YscN\nzbak6oOPUHagFetzCKGbSdlhL3d/r3J8BuD0YDbXwajctoh0PwZcG1ldU7E3Pa2f3fB54pMIM5uO\nnvcudFOcvqNqddLFXo9G+AyIgK7VmIhq88qK3NeUY0zkhJnNR+t7d3tN9nI8U59G7Yytrqtj+ayU\nyb4ekVM+Ts/qkH7rjncx5WGg/ZtMz9SnaE1++EKknW7PeQuk0tjNaD2hdTrZzA88jzJhr3V4rskO\nZrYJ7e9dpCN2Wfq/vOnopE+6LcxsQdQXtATN8kWFk1R35vKb9NSh7ghmtgsqkz4VMfgX1/A20pCM\n6guqu18fM3uIPpLPBI3BE0jsoGa2BCIiORkx1p4M/DDARhlfAZZx9yoJTjS2Qb1771WOfxpJXIU4\n5ynYdD0wDw1in4OAF81sPXd/NsJOsjU76kX8dptf6fezW2Ru+oIaNgib0gisre7uL6Qg0ehqC0kH\nNqZHnBSbIS3ZKkLnvUSqd27kOVvBzJYBbkAl5zMg9urPodLz12heU6Js1rppzHVNucdEzXuxwsa8\nwOWIELUVkWnkXiLb/UsVdzcAMyON63cRj837qIUkQtv6NLTu3ZHOWXu2L9ceM8fYy2krBcT36cVO\nRJvN/GT2b3I9U6mC8ZeoTbKMcJ8Dus55D5iYzX+FSuzWRlIGiwJzEMPG+320yd0XuBF92TdE9QAN\nJBIB3U+AkYhwZAQq0/kqcGawuTApkD5gOCJRWTP9vwKaBE5C/U8dwczakc7MDCyHmKV36NROBXsA\nP3L3q83swNLxB1H/Uwjc/f4U3ChnxC4ntl8/d2vDAihLACIVu87dD05EKyGOUQUPInKnWpzz5GQO\nSv9mMrMyc+tgYF1iF9rTgOdQtcab6TPMhiRdTkMSVFE4FW1Iv4ZIMb+H5vJDEVlNJ3ibvm9GIzfd\nO6DNyJmIXLFYxz9A1xQ1Bk9AG+9dkJzfbsDcwE4oiNMxzOzrffk9r2g1d4hTUMBwZ0TGOQRl/C5C\nc30IUib7ePI4slmuiQxjokCGvViB4chxXRB4BF3f51BlXqdzRBXZ7h8aEzch6dy3kYzWeMTjcHKQ\njW2Ajd39+qDz9Ypce8yMYy+nrSPQPvIkxLD/E+RMfxclaiIwEP5NrmdqJKpg/A7iOag1ENV1znvi\nYGAfdz/TzN5D5AmjgV+gL6QjuPtvgN+Y2dxIVuAU4BdmdiFwfi5ijZqwK7Cju19qZtsCw1wa00cD\noeQ3uYjgElYE1nD3181sHDDO3e82s4OQM7FMh+dv51y+hxyyHdz9sja/018sgJjNq/gvyryEITnh\n50Ses3L+o+o6dxuMpcEgvRZaWEHZqj5nUycBpyPZuxPQ5rFaOthpaXbhZI6ndYXGeLSwR2E1YEjh\nmAO4+xspSHRP+z/rF9YANnT3B9Oz+7y732pm76JsfSebym+Ufp4fkfaNpFmVYJtkJxL7oMDalakN\npcD9xOq6ro8I2kaZ2QjgD+7+jJk9j4JtFwfYGEVjkzOoze9EZyWWBnZyyYx+DEyb1qmhyHGJYkge\nRj5HLNc15RgTBWrdi5WwKtKZHmNm44F3S/PF8cjxi0LO+7cssKtLB7wYE0+Y2QHIaYoIar8JhFU6\n9QG59pi5xl5OW1uideN6MzsSuNTdn00VjUMIqK4ZIP8m1zO1NLCcuz8ZdL5e0XXOe2IhGhu2scAM\n7j7ezE4Bbidok+ruL6PI1U/MbDXgSCSZ9bk6GEIzYT4amobv09BovBBpae8ebTBTH/hgGqW+rwNz\nIaf5ecA6Pbm7h2rA9xGj0WRTDXKsQ4B2exW5+vXTIn0H8EdPrM814G6kKXwPqqL4fjq+KPBSDfYu\nT///snQssoXjG+lct6NKgDdL741FDu3fO7RRxn9prd86Y7IXiRloZP3fQtqxT6EgR0clkOVefzM7\nHNjX3S8t/cq1ZvYIylxFkn8tSGud4g/QPYzCrKjCAZRZLDa/dwNnBdl4C82tI9E68XrQeXvDh0CR\nyXkNzUtPoIzzvIF2cjpiua4px5gokGUvhhiyiz3X64gF/CngGWDxIBsFct6/j9I/aB4TbwJ9VmuZ\nCI4EjjKzH6a2lLqRa4+Za+zltPUFtO4B/AtVZgJcR7yUWk7/Jtcz9TiqqMmCrnPeE2/ReOBfRv2e\nj6DSyFC91dSHtgkqA/ka8BvUIxaORNyxMK2JDKJKBl9BD8bzwAsoGvdXlKVtlxXpFzL3gT+KmINH\nIx3FoWY2Fm26+0SAMRniZODMNAYHASuY2RYoyxdWQj8A/foropKqqc3sAaR1Pgq4J5BYanfUr7cJ\nsEtaiEB9zTcF2Sij1hYOd7/TzKZGDuSDXr/E2HXAOWa2Pc16q2cjveFIOAqgjUFz0U4mzd+dic1K\nrJjOWcWDiPwwEs+j56kaWFsLiIzqP4fG3gvpvJuh72t9VG0RgTlRq8F2wFBUkn8+cJMHS4CV8BDK\nhj6N5oejzexzwFZoro9CTkcs1zXlGBMFcu3FHk/nHoPIZfc2s7dRxUN0hV7O+1eMiWeAu4AjTZJx\nWxM3JvZEzuWraV6tVnVFE77m2mNm8wMy2noJzbcvoGqHtYG/oDHy30A7QFb/JtczdQAwzMwOpnUF\nYyivTNc574m7EAHXI2gwDTezNdKx2yIMmDT5tkeD6DmUEdu4roy5mQ1BBA1fpOcEFlkyeDuwAVoU\nRgCnJPKO5YkrqytQax94BcfSKPU+HDkXf0AEKJsH28oCdz/PJHN2LFoALgH+jti6I0voc35PuPs3\nk6P5NeDrqIR6T2BaM3vA3VcJsPEC6juqHt+n03O3sVd7C4e7f5Se1RwtAnuiQMAfaSxwUyPHfK9g\nW8Np6OEehYInW6IMxbaBdl5EjP1DK8d3SO9FYjhwRiL4AVjKzL6H5qbI6qQRKCh5JyqX/52Z7Y4y\njftGGEgKDpcDl5vYsrcFzkDP6wXAEe7+US+n6A8OprEZPgS1pZyFHNvtA+3kdMRyXVPtY6KE2vdi\nCcfTvL7fhPYw7wH/F2gH8t6/Q2iMiUMR/8AINCaiSEtz873k2mPmGns5bV2F9mF/Qq1yF6UA+Xyo\n/DwEuf0b8j1Tv0//V7+TWgjhulJqFZjZrMB07v73lG0eitj5ngaO7XSAmdljKHt9CfBLd//rRP6k\nY5jZw6hM6whaEBm4+ztBdqYCpio2U4noorh3v0gbsRCY2euoD/xvZvYOsIK7e5rUTnL3TvvAJ2Z/\nVuCtGrM72ZDYLmd093B2zYH8nsxsUVSyvRYiPXnH3bOVJUXBpJf8ekG6Y2bDUNXG48AWUc67mV0D\n/NYz6S+b2E8nyGa5+zMZbE6fbL7g7mEl1Ga2LnAlylL9KR1eAVgEbUxCiQLTpupI1MMMKsc9yt2j\niTfLNr+ICCqfCeA56M3OAih7vhowe5mbYEqCme0DfOzup5nZWoiwbRBp0+jukURtA4I6x0Tde7Fe\n7A5CrQCvunt4RrFiK8sz9UlBrj1mzrE3gON8SGHH3X8XdM7s/k2Lz1DLM5XK89vCgyRtC3Sd88xI\nJCP/Rr1AbW++x8gaFDb/DSxV9+Y3ZT5erDqsxWLngTqAZvYWsKy7jzazZxFp2h1mthDwiLuHlQNZ\nRv3nTxpyfk/J3o7A6mhjPy2qcBiV/v2tk2BKenYn9Hq7e90SeoVdR+Xzt5vZiihyuzfK3n/kcVIr\nO6MA3sWovLOJTT+aHyAHUi/4idV+SJP+7/7uHsVSi5nNgwiLyjrdZ9fZJpA2djPSYt4NOPfWwOVV\nB8Wk87q5u/+q9V/2y9a0iO9gO9QicD3a3IW3iZjZ7cBG7v525fhngKvdfY1om+n8dTqyWa4p55jI\nBTM7DTjIK+ohKZB3nLvvGWgr5zN1C7BpNfliZjMBV7r72oG2lgO+nF4+5u6tyGYj7GTbY37SYFLG\nuLdaiZQqDVeKaG8dIP/mEzcnQbesvQdMrJZzVrOIJqmf1wI25NEayH3Bn1C/ed2ZqdGohLSagZ01\nvTel9oFn0X/OCTObA0mmrYkinU3tDoGOZ+5+/bOBf6Ky+Z+7+78Cz51Tvq+MeWk8u98FrnD3c0yE\ndKMC7RS6t61KwToq2zKzPkv3uHtkKdoRaExUe92mT++FOefu/hIqL64VKQgwjbuPTlnlQo5uAeDD\n9DkiMAKV+Fbn85nSex1vesxsBbQmbo56fkcAm9WcLV+dCjFlwnSIubsWpAqXulpUVifPNdU+Jgpk\n2IsV2A21d1WlPadHwbYw55yM9w9VjE3b4vh0NCtN9Btm9nngMjT+isDQLGZ2B3KM/hlhp4Qse8yM\nYy+nrTtofe9mTu9F2BkI/ybnnLQqUttYEAW+XjazrYDR7n53lB3oOuet0I5UYloCmIQzlowuWXp5\nOnCSmRVsjdFSTAWK3osqZkRMwpHorQ/8++3+aFJg+fWfc2Ik6jU6hno1G2v/nirYCPWab45YZB+i\nkTm/u5pBnRTk6P1ug3+hPv0XEIlL4eh+gAJEIfB6VQP62r4QPQ7bzUlL0cxK3zFMZEsr0Jp0M3LT\nfSF6fkdXjn8dBQvXDLLT7t7Ng1jAI3AfGtenoWoNgFXMmkUwIqo2KmviYmk9LDAYKVW8TIcwaTFP\nDB8hcqu7O2knynVNJeQYE2VbrRCyF0slxMX6PlV6XWAwqr6KVg+o/f6ZlFEKLGoiBixQjIko9Y3T\nkRO0uLs/UbJ/AXqmtwiyUyDXHrPWsTdAttrdu9noGZjqF3L5NxVkmZPMbGO09l6MlF6KwNfMCPwa\nfAAAIABJREFUKCi/bpQt6DrnE1BaUMcDO5hZOeM2GG18sujbBeFhmtmxoSYpplJWbDxwjJmVHaDB\niJzr4U5sVOHuN5d+fgb4Ug194Ln1n9silQuNQqW4f57Ir/cFqwCrunvo91JFpu+pbO9qEkmNmc2M\nskaboqDAOJQ16BilCOpCwCZ1RlCBW4HzUqBhUcRoDZL5GRNsqxa4e0impq9I7RQTnl2TfnGBwWgz\nd3agvfXRoj0jYuYu2xtPbEZsWUQ+V8U9wKmdnjyNs+Le3WZm5TLIwaiCJLLcfD7gsF7ejyLbKdbE\n8YhYqor3gT0C7PSFGHIqtCmeysx+4O79JbPKck05x0TGvVhRejue9gGM4wLs5H6mHi3ZupNmhZRB\niJk7qhpgHWCtwjEHcPfHzWw34JYgG9n2mDn9gFy2zKyYW8YDI82sXP49GFiShjzdFIMBWKcOBXZ2\n918lroMC96T3QtF1zhsoFtRBSBLn49J7Y9EmuJVUzuSKnCW4RVZsEJL4KUf7xiKpixPr/hA1lELm\n1n/uDdsB8wNnIvmQTvEiwfJ2rZAc5MHl78bd3zSzWc3sIw+Wn0g2Z0NZj9XTv8WRXMkfgs5fjqAu\nQ80RVBpll/MicrE30vHlgEvb/lU/kEhPfkyjf/Bx4AR3D7l3GbE3Gt+/RAG0cgR9LDDG3f8YaO+k\nZOvgTqoz+ohBtNYznwmRjXWKgoF5aeBmVLlRoFgLrwywU3e1RhWF3NJzqMKhXHI7FpWQftzqDycF\n7t6ntTdlag9EesD9dc6zXBMZxwT59mLrJxvXIsm5cr9+MUc8HWAH8t6/RdB1PYX4G8rZ/7HAK+7+\nYas/7AemolKJmfAhleqhDpFrj5nTD8hlq1j7BqHWzLKk7FhUvXRugJ3cyPlMgSRZW/Xlv4Nk70LR\nJYSrIPXKbFQXQ+InGWY2AhGnhTtcJRtzAru7+yHp9d00a0F+DHzXG9rTETa/iNidPzEPi5mtDewH\n7OTuY2q0cyNwjbufXTm+M7CBu4c6smb2CHIs30IT6SjgzmDWzoeAU1IE9T1EtvicmS0D3OjuX5jI\nKSZLmNkPUI/Wb1E0GGBlpEO9rbtfEmhreSS1Mh+VXtkogrtkZzWkcR8tx1W1829gCXevg0ehausG\nNL5/UMxJiRDpEmC2KKInk0rA5e4e3ZLURYKZzQ087O6zD/Rn6QtyjolcezEzWxypRYyr006ylfP+\nDQ4KzPRm4xrkmGxRJCrSmL4YVcd9L9he7XvMZCebH5BxnB+ByFFDStgnF+R6pszsOWBHd/99Zd+3\nNXCguy82kVNMErqZ8wqq5ZeJyXC6YGKpAUHqBWq1GQ5hYXb3JjKI5NTOADwZuPDtCny29HoplLEq\nMrPfRhHJjjW0U6/WDOVe47SQ/xhd19WRDkvdKJX6FpgBeDaViFV5CKLYNL+GsphVjEIZo2icjZzx\nR2s4d4GsEdRKX2kZ41Gf3QtVptJ+4hBgqLuXNU9PM7N9UdlxyFhPJWG/QtHutVH546LAHEiLNcLG\n1Khi487SsTlQJmIG4Nrg9oObkdZu7c45yrbeBTxmZsX1rQZ8AQhjGi/3D5rZdIgjYgbg1sCMYjaY\npBVncff7S8fWRCWJxXz+05yfKQWR++2Y576mnGOi7r1Y4pSZzt0fKx1bCK1Xxb0LVajIcf/MbGFg\n5nL7m5mtjub34rqGRdgCdkeVB2PMrFClmBeV1v8gyMYEZNpjZvUDctly96MqdlZD9+6PU3IyMuOc\ndC7SoN8O7b3mMqnnnIi4m0LRdc4TUs/gbO4+snTsELQpndokVfL9KXEQm9mCaNO7BM196IWj1mnP\n+XZog3By6dg5wPbppZvZtzxGUug79OyXGl5krMzsPkSY1bFzjshO/o4yzAUz6R/SsWdR/85gd78w\nwFYxseyByulbkUot26GJVk5y3ZiW1izC0xBIZlbAk86zSUZjAeDZGrKmryD1gzGV46tQj3NW9JW2\nw4dmdjmqgugkerwg0mKu4log0mk5GNjH3c9MEei9ELnZLxA5YQTORaVtO8EE+aAHEOfAP4B9zGxD\nj9Mfvx44IQVAW5Fuhm3y3f1vZrYUum9LoTLFq4FTOyEXK5D6O6dx9z3S60+h0sfFEOv9MDP7ZnBb\nQA4cj76b+2ECu/3v0Jz+N+AgM/uPu3fct58RWa4p55jIuBf7OSIm3SvZmA34Iyr9HQNcaWZbuvuv\nO7ST+5kaBjxGIlg0s/nR/PRH4CHgcDP7wN1P69SQu79oZssiZvgJEpLu/vtOz11Grj1mTj8gly0z\nOwCY0d0PS68HATeiwDjAa2a2ZjlINSVgANap49Ce/DZUrXsX4m840d1PD7IxAV3nvIF9gSuKF2a2\nEpLZORzp1f4EPTSRMj8tYdLmvSOwz3M42vyumf5fAZHRnESME7sj2lgDYGbrIEmFrdG9OwP1fe4Q\nYGt+mlmKb6WZadKJ67cfAmxber01ytAv7e4fmdmPUT9wiHMOnI8mzCvQZiu0jN4HhknzfjQ+qqRE\nO9NgZw6DSb/6DCR/B8rIPmdmpwMvu3sEwU/WCCqwIdpwnUjahKNneD/gKDSPH4f60jt5nl9Ec0RV\ncnGt9F4UFkKbRZADPYO7jzezUxC/QwTJ4sooq1NgaxSEXMTd3zGz44H9aZDrdYqiZ+/wFu9FEZpN\nQKrmqWstWptmSbgtUcXVIohZ/ZcoM7teTfbrwvLoOSqwJfCUu38LwMz+huapKck5z3VNOcdErr3Y\nijQTK26F9hKLu/sHyVHaC+jYOSfv/fsqzf3XWwLPuPtaAGb2MKpA7Ng5B0itNbemf3Uh1x4zpx+Q\ny9b3URCvwCaIbG7VZOdX6N5t1qGdPiHQv8m6TqVx/hMzOwElZ2YEHq+rqrrrnDewOM0PwSaoLOIn\nACYZreFkcM7RpHOgmd3m7usHnG9FYA13f93E+j3O3e82s4PQBN1XmaN2WAR4sPR6Q9RnfDGAmR2M\nelkjMA0qA3wJWvanfhaxckfgCzRnR9cAflvKxF4LHBRkC1QVsK673zPR3+wnzGwuNIaPrvZtmcjb\nDkUZuKie/UOB36dM323p2JpoAxHSG1vBcSibuDrNTJ2/B44khn03awQVlSPu7SXme+ARM3sJOMbd\nVzD1PHcabDsJlbEvTYO9dWUUoNqrg/NW8RYiLwOxJH8FZf9moZk/ohPMDZRL2tYErnT3ghznAgI1\nWT0vsRlmNiNibW9VYdOpMzEfIgIssDZwRdHeY2bDiQtq5MTnSOtGwjdorhQZhZ6BKQm5rinnmMi1\nF5sTVcAVWBOt70X10ZX0jXm/L8h5/yY2Jm4HTujEgJmtgRziIW32EfcC+1bWrE6Qa4+Z0w/IZWsB\nVEVTYF009u5Jdo4FftOhjUlBlH8zUOvUfKh14y53f9/MBnkNfFRZNxSTOWZCJU4FVqHhTIDKhObK\n8UFcbK+zAWcFnXIwKtUCMXcW1/E86p/tFJ9G8kEFVqK5J/c55OhGwNP522FVWsue9Qfv0txDvALw\np9Lr8TSYuiPwMo3vqS7sC3ymuqACJMdlJgIDDmkBWBFlXjdDDLnPAEsGVoaU8V1EGHg3zZUHj6GM\nbcdw9/FpAZ0VOZZDgNmLsrEasBR6Vqt4HrWqgErf5+zEiLufhfThl0CZtlPR9X3f3X/R299OIu4C\nvpl+/g2qQjgXMc/f1vavJg1VDfghND+7H9Ca8XyyR8oavYAcr4tQoKH4NzLAxDialRyGoHLBAm/T\nzPsxpeBN0jNiYkpfnubr+hQZFCyCkeuaco6JXHuxfwGfKb3+Gs1zxEcESW+S9/69ifg7ijHx1Yqt\naeh8TOwNnNvLPuIXxMgSFsi1x8zpB+SyNTVKHhRYkWbptL+jgE4WBPo3WdcpM5vNzG5D/sUNNPZb\n55tZeFC3mzlv4GXE8vxCykosRXPUdDbUx5AF7v4+cVGfR9H1jEaLz1AzG4tKhSJ6ZJ9Hsk7Pm0jU\nFqfB9gyaNN9p9Yf9wGXA0Wb2B68wcKfs7OE0l/B0gvuAPc3sR8BGaDIta8kuSmy5737A8Wa2s5dI\n6IKxDr3Lc/yKYFkNl5b6ltXjZjarx8vfzQ606rudgfg2gbE0R27rwpMo0rxjsomZTYOIwQod1LmB\nVzs15O5XEUTK1gt2p7Hp/Qnqz14JZaqODbLxMCpTPcikST8Hzc/uQmhTEgbLJ0N3KnA5km2rgwPl\nCRREO9lEgDkfcEfp/S8SMNb6CjMbjb67w7wz6cpRwGFmtiuwKUpOjCq9vxg9eSRqQapgGwXsXybu\n6gdGkeeaco6JXHuxB9FauJuZrYuCreU5YhHa659PKnLevzuBQ02KKJui5Myo0vuL0TrYOylYCjig\nl/dvIaZlskCuPWZOPyCXrWdRGftzZjYf2reWAxvz0BwkqB1B/k3udeoUtFeZL9kucDniudov0FbX\nOS/hN8CpZvZTVPbxCs1RmOVR1jYMiQBsSVqXJkayhB6LnBOQ83odIox5A/WjdIoLgDPTA7IGYs4s\nbzhWQgGCCJyKyr//bGa30vhODGXj/khcz+BhKJL5A/Ss/LSyGd4cLYRReBA5Lc9ZfQzqC6CsWzu8\nhPr6a4NJxm0HNLFGk8I9iHqMivLywiHfAY2NjmFmV9Ha0S/Y058BLnH3qPliN9RC8VLqIQVltwej\nZwFE5vbzCGMmmbMJDmaHzkNxzpORc/VvlI2/F8DFsBvRalDF0cCNZrYZinCPdPcy2dz3aN7cdQRr\nlqErejlXBm4zs1AZOlRSd0KN5KTDgMvMbD20Cb7B3cs8H+vS4D7IgQvQnHQPnfGJHIL6Yp9Hkpt7\nerOs0FY0O2d1Yjt0TWeijE9/keuaco6JXHuxI4BbzWxLVEUz3N3LmuCb0lqVoz/Ief8OQW1cL6Hs\n4j6VvtiIMTEHrfXNC3xEByoELZBrj5nTD8hl60zgjBSkHoLY2ctJhTUQUWAoMvg3udeptYFvuftL\nZk0Fx0+jQEAous55A0ej7NNp6CH5gTdrRG5BaybjfiGVJv6K1uUkoQRC5b4fd38G+JKZzYp0KCOy\nicNQr+hG6N5tWnl/ZVSy2jHc/UMz+yYqz94c9RaDHpDDkP50b4vGpNj6m5l9GX3+V9z9T5VfuYzY\nzOmlaAwejCJ+deiqv482he0c9PnT74TCJHmyHSJq+yxiC9062g66dzeaWLOnBvZKP6+E5KYi8A4q\nn3+bBqndsqgF4hYU8DogMaB27AC6+70mFuYtUdQbtLBf4u7vpd/pmJTQzOZBY3BldG0As5jZvcDm\n7v5S2z+eOPZAFS3/RtHtOWld4RACd7/TzJZDC+or9Oype5jYhTuLDF3C7cDS1CTb5u5XpUzid9B4\nrvIo/IegQFAfP8+RQecZk+bzxYF/tsjCH0Fzr25tKDE0H9nhebJcU+YxkWUv5u4PJGdvdbS+V1tq\nbkLzRMfIef/cfXQaE0sAr3lPBvNj6TxzXnCFVMlDCyxJnPIG5Ntj5vQDco3zc83sY5QMuQuRyJYx\nFyJPC0MO/2YA1qkZaF3JMCvNbQMhGDR+fB37/y4mBjN7Gg2oo909W4lgF5MvUrZ8RXf/a402rgf+\n7u4/avP+ecBc7r5ugK1PocV0B7R4/h7p0C/j7o90ev5e7C6ESr6XQhmRvwDHR9k0s5+gAMPuKfNb\n9PYNR32MByO99cXdfZUImzlgZjehAMM2RdbfFCIeAbzr7ut0cO6nEevxLcg5/x4ihusBd4/KVmWD\nmf0Xfd/PVI4vDDzq7lG9q5jZ1sipO4fWsm23RNnqoosuuqjCpH6yOvBVr8h3mhRT7keM3FXZ2y7+\nB/BJ9G/M7Abgz+5+mEkCdkkU5LoMmMrdN4m0182cDxzmAE7OMXDNbAbkrKxJ6xKTBev+DF30CU9S\ng/Z3BSeiUr53UGnsqwBmNgcwFDFzd8yinhbvLVBFw0WIVOwNM/sQlV/WBnd/lmaJnGj8CFilcMyT\nzXHpmu9194PM7AzUOhICM1sEse62en6PDjKzGrBSuRzf3d3M9qDza9kfBSwOQpHzdn3t4bJjmZBL\nhg4apG+ttOenyPtn0t7dhPZjvKrKMdkjlXXuQftrWnYgPlcXXQTgWBR4fyqtdcWa8SXUhjUY8Yl0\n8b+JbP5NRgxFbWrLI6LNYahiaVaUfApF1zkfOFyBIo/PTuT3InAe2nhfiEqNuuUSkycOBE4y6au2\nyoj1YEadVLj7HWa2G8ry7mNm76LxMHOyt4e7R/Qo7oLKmI8rSq/rRCJYmti4Hu/uEXPeNGgTUlUF\n+BINx+iDPnyePiEREp6FlBZeqZx3PCqPi8CL6NqqGEyH5GnufjVwdSK+eRdxRNRW1j4AyCVDB/UH\n8AYCpwI7oaqKulp6cuN8krwPyiR+Eq6piy5w91dNutxnAT+jwZo9HrgZ2O0T5ph1MWnI6d9kgbs/\namaLIkLb91BV5m+BMyt8NiHoOucDh92B3ySShlaO2Gkt/6p/+DawXkT/axe1otDlrva+DSIwI+bu\nvzCz65C02cLp/E8hjcionsutUI/5P1Ip/YWoz7wufK+X91YE9iROOvJCJJ/xU+CBdOyrqJz9V+n1\nakgKJQKHAoe4e5QKQTvsD5xuZru5+4MwgRxuOB0y75YI4f5lZt8ARrv7Rx1/4skE7n6Wmb2CGFs3\nS4efQBUj1wTbCu9vmwywFbCRu0+J+unt8B1g3e6628UnEUlRZl0z+yyNfcTTNRJVdjHlIKd/UzvM\nbGq0v/ulJx36utF1zgcOW6Co+gcowlTNhkUO3reQ9mUXkze+kcuQu7+MpCHqOv+lwKWJyGxbxBg6\nPXKQFyNYgqyVA5T6pY9DRCgXI6WCCOyDsntDSXqy6fUpNGT8bqERbOkUn6UnoVkdGIm+oz+ZWeE4\nT42Yd39pZhNIY/qhHFAmhLudmgnhBgKeR4YOADObFmXm50MlduXPcU6OzxCMd6iJ4G4A8TLKsHTR\nxScWyRl/YKK/2MX/EnL6N7XD3T8ys6E0ki+1o0sIV4GZLejutW8SUpblNFT2O25iv9+hrR8AGyKi\np9q12hMR2ALAs5+U7Fgi/FqY1r2DUxyBVW6kntK1ge2BDVCJ9m/rIIwxs7kQI+k2qMTuIHcPkfJL\n1zEvYkZ+38w+AzEtB73YPB94wN3PrstGsrNNX3/X3S+YxHMPCCGcmc2L2hleSq9XAP4PScTV4sSm\n0v3qHBE2PsxsCaQROxtyzP8NzIQ2Qm+7+1yBtqZGm6uFSOoA6fl615vlmTq1sw2wDrCdSwM3FGa2\nJCLmG5d+bgt3/1tv70+CzW+jip2dU5axVpjZLMAKtF6jsm0qo5CIDy+vVoqk/cXmUdeUWrsW9GYZ\nNZKizRh3/0yEnRxIyiR9gjfLaXVRQq6xl9tWLuT0b3LBzK5Be9ZJ2vv0F93MeU88Y2Z3on6xK6pM\nlIH4FHogaxm4ZvYQzdGqhYFXzWwMPUtMQohpzGx6JGdQbPIXRZrdpwMvu3uYnrGZDUYZ2XYkd2sE\n2hqCpJC+SKO3qkBYubmZfb2396fkIIBLsu9m4Oa06dka+GGkDTObGZUe7YEkcNZ09zBStoRBiPRr\ncVTCV5tTXsIzwDFpHNZWIlbzojNQhHCXIFbzC83sC0gT+jFgSzP7QhSZXqoQOQM5smVm9tCWlIRT\nUOvLj1BF1DJo/htJo3KjY5jkD29C2flp0b17Dzggvd45yhYK3GwBvFbTGvUw8AVUrfEw+k7Kc3nx\nOvK7ehCNheeSEkf1mia1+qQtzKyoDio4HaqZqihHdjS99M4Hk8uOQOOvWmEzU3ovymnpEUxLmJZK\nVUoEzGwT1PrSquql03H+KD3Hdhl1jPNakVqi+gR33zfIbK6xl81WZmLoWv2bMhKZ8Yk0rqtp7Lt7\n1Di/ETguBcf/jILiZTsR2u0T0HXOe2JZ5DScDJxhZpcD57t7pCYuwAVID7kV424Erq7pvL3hZ0i+\nanWaS3p/j6R/wpxz1Ae7LXA9jQWpLpyNNlrrUS+h3qgWx8q2pojFdGJw9zcRAdSpUedMJUcHIMK0\nLaL7fAukzNvTKGv5dB02WmBHJNG2Gj212jsuEUvZ0cHlyH1a8HZG2p7XuvvdndgYQEK4r9DQM98M\nZU9XNrO10XMdRaZ3EdoUbEf9hGbLIeLGDxMR4rTu/kR6Bs4jTod3OJr3lgLeKB2/Cjg3yEaBC9B1\nXUQ9928B4J+ln3PgUqRjfDD1j4mTkFbxwTVXx1Xn7GlQcGgd4IRgW4UTWcU8qA2iI5jZdunH8cAW\nSR6pwGC0jwmd481sT8RiPhJVM45AVSlfRa1fnWKRgHNMblim8npZ5LsUDPGLIgWYPwfarHXsDZCt\nnMTQdfs3ZYxEga5jqPe6Cs30VgGg8GBX1zmvwN0fBvYys/1Q+e22wN1m9hRa/C5093/2coq+YjAw\n1My+BfyNnlH1jiKA7n5UJ3/fT3wXESDdZ2blB+QxtABFYnNgs0wEQosAm3hFw7gGfLbyutj4HAMc\nUrPtKR3HAe+jLPM27Uq0gySZDgROMLNdosrle4O71+1MnAuMRWzZmNlMqIdwOrTY7WNmG0Y8awNA\nCDcNUAQd1gKK6PaTqO89CksBy5Vl6GrExzTWi9dQm8UTqFVk/kA7qyJpvbGib5iAMcjpjMR6wLc6\nDQK1Q6Ws/ItI8rBp/KUg1UpIuzYCKwEruvtfg87XG+YGTqu7bc3dh7c6nhRAlo+wUar6G4+ki8rf\n02AUXIng8yiqTAYBh9G8qR+LxvnuAXbK2BXY0d0vNbNtgWHu/pyZHY0kmTqCS0b0EwV3n8DFY2b7\nouqdbQriuURIN4IA6dKMYy+rrYScxNC1+jcVrAKsmny32uDuUYTCfULXOW+DtHD/NjFN74qywicC\nPzWzXwMHdEifvwTwUPr5K5X3aotombRXv48yYre6e2RkeHZaZ8NmIP6axtJTU7gu/Am1BdRqz91b\nRUlvNbOxqJJjuTrtT+H4Ffmkin6FiNP+mr6bph7ZyHLVTFiZ5k3o1mhxXcTd3zGz41FZelQgbDQw\nV8XhmwB3fyHIDigwuHOax7+JNuEAc9GcDe4UDyAnOYdz/jCaC55BG9IjUkBlG+IUAkBlj62yAfMQ\nT3T2IqqoyIE7aE1IOHN6LyoD8iT5ZO9uRs7xQJHq3Yj2SBGtSkXV39LousrcBoXTfGWnRtx9dgAz\newAFhnKQ5s5HQ2rxfVS6DMpm3kd8MIAk/9SqhD5kPk8cFKvQulQ6mvhrP2DtMiO8u79lZociPpOT\nOjx/lrE3ALYgLzF0Tv/mRdq3cUyx6DrnbZAkhLZDGdp/I8f8fLQxOQK4BpGv9AvlaGBdSL0607j7\nHun1p9ACsBjwH2CYma3t7vf2cppJQVH6fXp6XTyEOwB/DLJR4CRU4bB76mcORYU06HSkP/4FWvf8\nhhAI9YJXURlwFqS+wtuR9FVH+ta54O7bZjS3d90GrCE99u+J9dwFRKHnprl8c03gylKw6AJi+QHG\n0PsCHVkedgAqw94fuKCUxdyARrl7BHYAzjazuVGbTZ1zxGGoTxZUUXMp6q1/BgVWonALGus7ptfj\nU1vCUcQFagrsh9ajnd19TPC5q2hXRjoblT7CDnEgWjcOofW6ERmMuB5V8yzWxlZoP2QLbELQxr+o\n+kvcA5fXyPtT2Ptq8XN6fl9x949rMvcKypA/D7wADAH+irKkoQ5G4sG4Ejl/5V7zAh3Psyn7/wvk\nTL5ROX8drNyfQUmgKmanEejoN3KOvdzjHK0bR5tZ7cTQOfybEvZGveA71bF2mNmnEX/Rden1zxAf\nRYGP0V4t9PvrOucVpLKZHyJn6Aa02bmhRGwwOk1IYwbkA04a1kb9bgW2RBHURdDC8Eu0uVsvyN7B\nwI1pgzA1cp4XQ+V91V7ZTrEKkh77tpk9Rs/NSKfly61Ig35Z+jmcWKUFi/AglOE5MH2eXLgAlcfe\nQ77+zCkGmdg6l0El2cXP7dDxhgSxfJczfEOQM1t+f0biUL2eon1jXwLbN0zM+s+hOW9qb9bfPQcF\nKKMwO2rdGVE6VsccMQh4lsR0n6q3Vo84dwvshwgcH0ctDpegteN1RN4WiYtQNcqzdZGnmdlv04/j\ngZFmVmZHHgwsSSOrGYGiJPW2yvE6CLkKDoBWcpGR469KNDsIEe3NjioMw+DuF5jZLCa1mYWAE9z9\nTTNbFnjVJQfaMVLS4gQUhJqGBpHtScCL7h7GjYKC3hugrOII4JREELc88Nve/rAfGI7k/NZFwdeV\nUADqBODHQTaOQbwdP8vEyn0VMCK1nRbB1a+hawq7f7nGXmZb+6Xz10oMPQC4nHrXjm2Qj3Rder07\nqlArKia/BPydYGnirnPeE7sgJ2xkL2XrryFJqH7DzO6gd9bTCLbx+WjWk14bMdA/nz7DcAIzIO5+\nt5ktjZzJR5K9v6C+u0ei7CS8Tb2awgPhlLYKCICqHbbr+ev1wN2PjDqXma0D/KvoJU29iT9C43K3\nisM0xSCpBXwX+HI69BgiTgvJuLj7N8xsH+CUdlHoVMoc0ZP2MLAVcJCZrYq0228vvb8QWnxC0KYH\n90Ez+zsKCkRtsiYw61fbd2qIsP8Sbbi3oF7yr0HAS6hssNYSend/ycyWQtVjS6IAzfnAxR4vd1Z7\nNQoNcqVBqCy/fA1j0TwbSXSXLXuUsR+ySjQ7DhHtjXL3JyMNpWD179H3Nj/6bt4ENkJ7m6gqkWPR\nd/Vdmueee1DCIdI535FU+u3uZ5rZG8hpvhZloCOxEsr4vZI4gMa6+ygzOxA5EhHO2PTAZZkccxBJ\n6YkoUFgErz9C89L+7f5oUpFx7OW0lY0kOpN/U6DutWNLYFjl2P95ktxOQZXd6Drn9cLdJ8p26e5j\nUXaxE1QzodOg8qOvBJy7wDiaHb0hKNJZ4G16kpB1hERI8qPIc7axEyrD1eL8tevStkA1IDAO6WnX\nXe5UJ05ApcWFPvNJqH/+G+n/Wr/HOmBmC6Og1tw0HKSDgBfNbL1AUp6fmtkb3kLnNMnIGvWEAAAg\nAElEQVSi3IgyIZ3iaFTxshmq1KgGJr+HNqp1wxFrcczJ8jLrfxHYoG7SyHRNz6HyztqRuFcuymCn\n9mqUYs1IWaMT3T2yhL2VvTvrPH9uJMK80cDN7v5qBpOnoLloaIVJ/QbknEVhU2CrlFwoO5mPIq6Z\nEKT7dzAK5L0E4O6XAZdF2ahgMA0eh9fR3O7oO/xSkI3z0f2LVOJpi1SOvauZ7U+DZPjZGp7lXGMv\nmy3PSxKdw78BsqwdC6NkY4EP0N68wP3EKC00oeuct0AiTVuS1gQXIb1b7r5PG9tHEldC+gSwPnCy\nmS2OonB3lN7/Isry9Btm1udNYnCPXbHYrY4m6Uvc/b1ETvKuu/+r1z+eNDsbtHlrPHpQn3H30Z3a\nyRkQSOWxmyAnudU4j2A1BwUciuqNjYHr3P3gVLKVg2m/DpyGSouHFCRCZjYbcmJOI65NZCukz/12\ned5Jfb83oe9t9U6NuPudZrYcqnR5BfhN5VceJrA/u8WcUbRvHEm8E52LWf92xNieg6TyYOBEM9u+\n7mCAmS1C+zkiSoYOM5uvt/cjSQJzbVLN7OsT+Rx3BdtbDZUrF9U8j6MS2Y5ZrEGBGjM7u3T+urE8\nDb6DMl5GpfRRmIPkLFcwLYGtB+n+DSVWI7s3PIb2saPR/P1jM3sfqXJ0vF9JOAi4LlXIteI6iGTl\nLmPO9O8ud3/fzAYFcw/lGnu5bZHW+gkVf+7+UG+/3x9k8m/K562zknEWSj3mnogkS5iK5h70EHSd\n8wrSJHMhrTNS4Vp2LXARaSINONcw4DIzWw9YHPXOlyfldel80/02fS/hDLt3ZvZF5KDMhx6MW1Gp\n4gHp9c5RtlA5UKty8wk9pWZ2N/DdSS3TNumenuPuH6Sf28JjmU9PRYv0HdRbhjsWlb6BpKyKjcmb\nZMr+1YDVKDnmAO7+RioXDMswu/sVZjYLcGnKyI8qZcznAFbzOMK+Z1BZ4LXVEkV3PyfIRoFWc8Yg\nxLq6ebCtXMz6v0P9o0tQPyHXmWjD4Gb2LyokZu4+V4QRM/sRcBbKur1CT7KnMOecvCSBpD7fzWjN\nYh3VezmqxbFQQq4CqbRyBCrLLtaJlZFE07buHpWBux/xQ+QIJP+X1mvEojQ06yPwMApMVue5rZFS\nSyRuQ+vHmODztsJPaXCJHIZIA/+I+Cq+H2TjIOBbNCrIqnNEKFIQ/NcoYDgecWA8B5xvZm+5+35B\npnKNvWy2zOzzqEpjdbQGA8ySStA39xiJ6Ikh0r8BslQyvoQy/u3ayJakdXCvI3Sd8544HT38R2cq\n3apiRZSN7RjufpWZrQt8BzHvnl75lf8AP+/QTLmvbn5U3jSSBjv7iohQ4aAO7VQxHLHDL0WzJNJV\nxPYNAqyBrusQGsGMFVCv2rFoovsF6oWaVC6CfYCL0XfeMtqYEM18uhWwkdevE383qty4B92zYlOw\nKDVMaJnwX1oTsc2IghFhcPfzzGxW4Boz2xA5RHMR65jj7h+a2cY0t73UhWovbtG3+ozHa5/n6GUG\nODv9XyshV8KRgefqDYcCh7j78RP9zc6RhSQQJgREf4LWqQ2RU7sQaqmILE+stowV13QMwdeUzjfU\n3ct9j6clgtvDiCuP/TlioJ8H+DM9A0ORqgTXAoendhtQEHw+pE8eKTF1GHB1qhIZDGyfiGzXQWt/\nJG5EzNJL0Pr+hQXxymt74txYNDlob0RxoyCSse3cfWTQ+SaGU1Dgcz5UGVrgctQmF+Wc5xp7OW2d\njvYti7v7EwBpnF+A9pbRJJ+tEObflFB3JeMNiOX++mqLqYnJ/QgU+ApF1znviTmAk+t2zEvMsQWK\n0s7lCdwgu/tt9GSLLd7ruLyv3FdnZocD+7r7paVfudbMHkFlO5G9IasCK7n7WGvWSx6DImiROB3Y\nyZsl524zsw9Q1ntxM9ubZjb3PsHdF2j1cwa8Qx5N3N3Rhm4TYBdvMI9+mxgys4HAdcA5ZrY9zYyx\nZ6OFNhTuPiw56Leh8b26u9cR2LgalYaFEptUkbMXN0cvc7KTi5ALd48mjmqHz9KzxaEWZCQJBLGK\n7+jul5qUV4a5+3NmdjSSuQqBN6QIy7g1VXCcjLTqo7Agqt6o4lqUQY1C0R9dDhSHqxIk7AdcgQh4\nPw3cicp8/0hgcMPdbzOzFdM5x6DA9V+Ar7v7A1F2EopkSKty79orM939teBT/pc8fCQF1kaa9C9V\n9n1PozbNKGQZe5ltrQOsVTjmAO7+eCLpvSXQTjb/JqHuSsafoiorN7MzgKfScUP726mJnWOBrnPe\nClegso8oUqd2qC7c41DZxOHuHvqgZMSKtC4nfxA4L9jWVLReyOZB5e2RWJgGsUoZ76JNEWhx+Fyw\n3TpxJHCEmW3n8czLE5B6Rb/T4nhvVQKTO/ZEgaY/0ihfnhpthPeKMtJigfsQlRgPL29MAvkBnkYR\n/JVpndUJqdwws9nc/Y3087yIQPLTwO/+n73zDpOrrP74J4QeQKQJAipFviBKD9KkE6QpTQRBQDpI\nC0gISA2iSAtFEBAIHenSpYXQFKQJBsKhhgQUQkdKTCD7++O8N3P37swm2fvedzL7m8/z5Mnsndl7\nZnZueU/7nth9uMHGErjw4BLAQWY2TtImwBgzey62vaoJ2a+GRFyAX4cvhs+b0gsrJKpIYOAb1Eam\nfU6tCuZyXLF9/8j2iryNL+xiMhbYgK6aBxuG52KRLIAcghsbhevR8nhl0lNmdm8FtkZSJ3MoaWZz\nAeBYdpIF8STNjge2NqC+ZsRSEcycCRyA3xNT0I/6IzDnwQMFUUh87KWyNQOFdqvARArHRgRS+jeV\nVjKa2duS1sBbvE6i1t7agbfT7ldFMrftnHdlf+A6+Uiher2DURaoVrHaeJMYiy+0BxW270HcBQJ4\npO9gakIaHUEo63jiC409iYtK7Zz15UiaH+/pzyLr36YHn1HS6VP72sjiKtfii5FxqnDmpaQvgYWK\nDkMoOxpnZlVrOETHzD4EfhzKIDPV21EViHMVb3BX131VPHbHWzRWpmtWr3RbRSjlvBVYNKiob49X\nT/QL+x8oaVszizbyJYhk3YlH0NfGMxHj8EXQ7nhFRyxb/fAofr0+5pgtKcX+7yKxzqmXgRMkrUaF\n90JILhL4Fr6Yfx0Yg08xeQZ3PIu6Ij1GPiIpT/aZBtNVzbgsp+Fl7CtQCzysCexKxIBhYtHSRczs\nDTN7hEIGTNJqZvZoJDu/M7MubXeSZsGriTaJYacJXIAHZ64E/kM1ujKrAutL2hwX4SpeI2IFjjMe\nwrUAjg4/d0iaAV9z3t/wt6aRVMdeYlvD8cD+DllLnKSF8Uq5utW1PSWxf1N5JWPQ6vphqGDMJji8\nnM/Wx6btnHdlBzxbMB7PoBcFLmIusnobA4EbQlYqE1JZFXdct4ls61DgLknPA7PiPXXfxjOLsXtn\ndgduBt6QlDngi+Jl4T8OP8+B959PK8Vey5Xw8zITn1gK+BIPEMTkUtwBu4Lq5zLXYxYi92c3gdfx\niPMrFfRKJw/gJWirOBl38nbES0dvw3u1stGLZ+OOS8x5rCcBR5nZ6eo8pmY4ETOkklbEg4Kz48GG\n9/FKms/wYEDM+8bqhZ+zXuYDiVsGuRfwCR5wWKfwXOx7YUqRwOHAj/C59MNwIb9t8ZLLmOXz/6S+\nkOijwG4R7WBmf5T0Fn5fzHpXRwE/NbObY9pSIgV/4G5JaxUXwCHDeDsuihiDHYOY2ORZxvKJPbdG\ntDGZhEG8zYEtLJJafwM+JO45MyUG4S2Fq+B/u5NxseN58GBULFIdeylt7Y87q6ML69iRwE6RbDSD\nJJWMAOE7ija5pjvaznlXTsQb/E8qqhaXRdL7wFJm9q6kD+jGIYqoIpwMM7tD0lLAvtQyircC55lZ\n1Mx56DlaHl+4LYc7xxcBV8Yu0zYzC8IZA3BnGdx5vic7Rnqa7TOzyeJYQbznv8AuFlTfJX0VX0DG\nvsFuhvduPRx5v8Bk0SXwY3yPoCqd0RfPYr5Qhe2qCeWCZ+NCh+DHxKuSzgbeNLMkM1+rQtLMeBYx\ndtChP7C+mT0r6Rnc+Ts3O4fC3y9aRiLwPeBndbaPI24bylD8WrcPXvGwGr5QuAIv/YyGmdVTkH5Y\n0hh8oXJtJDspNTBSigTuRXAqzewcSe8Ba+CLuZj9/MW/3yTgnaKoUCzM7CZcELUylFbB/1HccVnP\nzP4b7K+Nn2fHRbSzMfBAcND/FK7vt+KlshtFtJM6iPchncVyo9OEAPLIsMbcH18rzYEHB84xs/9E\nNJXq2Etmy8zGykfYbkjnir8o5fPN8m8SVjImpe2cd2Vm4JrYjnlgILV+6FQqwplQ28NmNrywvR9w\naMxod3DCj4y1vynY+gJf/KawNQkvwa1SxOxQYIDlxrGZ2QeSjsLL+E+LaGss9fvoY5H1lPfBHZa8\nOuwEXHgn5ri7lPwOL4tel87Hw734zbQlnfMEQYd58AU9ZvaJpE/xsT4ZH1C/d6wMH+KlxMW5vivi\nc2RjsQIuGjkptHLMEkTGBuFR/RTZpefwoEBpJM2EB882zwsIVYWlFQmchDvK2c9/piZ0FtNOshLw\nhKRU8N8D1wC6VdLG1AIoR5lZtICXmY2Sj5u9J5y7P8c1MDay+qJ+ZUgWxMMnRxwjH6VXSUCoGYTv\n5MSKzSQ59lLbMp8Ff0/4F5um+DcZ5hMJYrdANY22c96VS/FxT9HV9yynHGyJVIQDxwETJR1hZvke\n5znwKoFoznno1d8bF0r7iZm9KennwGtls7SSfjS1r7W4c4WRtAGNhVVilSjOBcxfZ/v8xHdaDgVO\nlrSPmY2OvO/JWTf5DM2tQnSzt7AlXi76qKR8dPg5XHSsVUkRdChG06tqp8j4M/B7ST8JtmYI5YKn\n4jPQYzGRmsM3jtqon4/w0sFohMqGPFkv8zFEEjI1H603a4x9NSJcz+8Mtrq9tldwPf8q3q60TNj0\nPDCsbA9hqBi6wMzG56qH6lK2hLlJmaqUCv6TJG2Pl/YOxyvkjjCzP1Rg63FJW+FZ7adwxzy2sCyk\nDeIdgAsPvi3pVbr2g69a1oCk1+j+uFu80XM9tDcan4ozLHY1Zp7Ex15ltlJej1L6N0Gr6Wgz+3RK\nuk0WV6spGW3nvCt9gUEhgvUsXS9oPf6i64jeNMTMYmc1dwbOCaJMe1tEBdIM+Zzky3EBkpXwvmKA\nr+DZ9E1LmiiWjtfr58tuFNGExiQdiy98n6A6YRXwksRhkg6ls7DFKcTPvF2Bl9a9Iukzuh7npRdz\nIfv2Ddxx6E3O+fy4A1YkEzZrVVIEHS6RlKnqzgqcFzLoULtexORIfHb1WPya8Hz4/yp6phHRiKfx\nsv2X8FE4QyTNh2fhRka0A66HUu84e5u4/dnnAIdL2qMKTQX8er4gfi511xYUdcRUKBm9Ba8ceiJs\nPhDPMm5h5SYGDMTvf+OpVQ/VI0bPfj5TNZA0155KFfzriOiBBwavxu9ZD2avsRIz1SU9RP2/13/x\nrPntChMxzGztntqpQ7IgHtVX+gGcUfg507/4Ib5uqcLervi5ej/eyniTmZVWak917CW2lex6lNi/\nWRE/1rLHvY62c96V7+ELLYDvFp4re/OrJ3rTiNgq1vfjjt6twAhJW0beP3jJ2z5mdlmIBGY8Ep4r\nheXGkEjaEPg9vvj+e9i8Or7gjl1Wvw+wq5ldHnm/9eycijsO2YXnC/wGdFhkW5WXHaXIvjWJJ/Ce\n/bPDz9k5vQe1Y7EVqTroUIym12tJiZnNJgQh95TPsP4eXi30dCiBi8mR1Kpbfo1/jj/iznpU8S88\nyJn/PrL+7OcjB13749VCAyT9i66j9UopMeev55ZwxBQedLgW2NfMvgSQ1BefQX0Ofpz0iHyfftU9\n+4VM1SVV2Slk3KpW8K8nopf9vDeuFxBjpnojbYt6eg4xSRbEM7Ojp/yq0jbqll3LZ2evUoG9M4Az\nQu/0rvg9+FxJVwEXm9lTJXaf6thLZivl9YiE/o3ltJryj3sTbee8QMVfdH7f38LLRC+hs3O5C9Bl\nrEdJOgDM7JVwU70WV/+O3fMroF7W4SPiq56egQcC8qXyd4Us8AXUyhVjMDO18TSVYWafAftJOoxa\npvIVM/u0m1/rqa1UbRVVZ9+awZHAnUEkcEbgoPB4DbqqWrcSlQYdUosH1embrrIM8onc43F45qgq\nW1VnwzI+BG5IZCslSwLbZo45gJl9Gcojd27e2+o5qnZkZTHjVqWCfxIRQjOLHeyeWlIG8QAIwrnZ\neug5M/tXFXYK3Im3SVVyzQ9O+FOhynA/PFGzbwginoWXvU9rQDmlAGZKW8Bk7alTwzozv3024LAI\n2lNN8W8kXQwcVGxDCZpaZ0dsO01K2zlPSF70Jpwoh5hZfnbxLeHishdds0xlmBydM7OPJW2KO7cx\nRxaBiz0tiYt95VkLHzsWkyWoXyr9EX5hiMmFuOLzCZH3W5fgjJcqm5oSkr4xhfcwJpKpSrNvzcDM\nHpbPEx6MZ48G4H2Kqyda+FRFrwo69NbKDUk7AO+b2V3h5yH4PeN5YGczeyOGnaqDKVPqgSy8l5gq\n1k/hzooVti+DzzvvMVPqf8wTuReyspGVCTJueVvJRfRCq19fM/tnYfsKwBdmFi2jnTKIFzLyV+Hq\n3Nm0lH6S7gV+ZmZVKrlviyvRV0IIvG6FO/8b4ZUQFwGL4HpRG1J/SkdDUh57zTjOcX2p8/DJAHlm\nJ4L2VBP9m13wtVhRI2I2PNjads57C/IZittRfw5lLGdidepnrp/AncGY/AJ3WoHJarUHSnoaH2kV\niz8BZ0raDY+if13S6nipdmzH9nHgdEk/N7O3ASR9De9zij2HcFZgr1BKH1WHoEiiYw88gNJdZDlW\nW0WvzL6Z2SvU5nP3Cnpp0KGyyg1JTwEbmE9UeJruhZFWimj6GFzsCUn98ZaXw4FNcDXon0S0VSXF\njOz8+EIxC7rOTaQRU4Uez7Pw+9SS1MqbVwN+iR/7ZSj2P66Er7OyQMBS+OSKJ0vaAZo3slLVjVvM\n2zgCeMvMhhW27wbMb/EU4y8ATsdLjfMshbd/rRHJTmrOxse0LZ9dv8N5MAw/B3Ysa6DOda8PriMx\nP57RjkooZ/8FsAPeznMZMNDMXsi95iZ8fVjGTqpjL6WtrEy+yPLED6RU7t+EHvc+4d+ckvITCfri\n7V/12vRagrZzXiD0Sl8G3IUvTu/GL9JfI+4M0bH44n5QYfseRC6/bFTCHC4Gw+o910NOwpXM78MX\nWQ8C/8NLac7u7hd7wG749zFGUvb3WhQvD4vdT78ctRt3bB2CySQ89qDrIjITcjkEL7eLQupS5pRI\nWpbOQYwvzey5Zr2fGPTCoEOVlRs349c3iF+F1B3fBF4Mj7cGbjCzs4JA0n2xjFStxJzPyEr6Gb6Y\n393MLGwTHvCNMXu8Xo/nyXVedxVwTU+N5NviJB2CZ3N2sTAeU64SPwx4qKc2CiQdWanqxy3m2Ruf\nnFPkOcIUhkh2vktNGDDPE3S935ciJBBOpTb5pVPFQ8n2gyKb4KNZJwdWzezZ0A9+ZyQbxetepn8x\nIu8wR+RxfAzYvsBfzGxinde8RvnRiKmOvcptqTbJoQN4sSD22hfXYYkt8JjCv8l63Duo3Q/zdOAV\nAS1J2znvypF4JO4cSf8FDsJP9vNxpe5YDARukLQJNRGSVYFvA9tEtAOApHWAX9F5dMwpZhZrkZDN\nUDxR0il4efscuEjRJ93/Zo9svRyiwBsBS4fNo4B7e9BrNCVbqQQnUh17mFm98s0nJP0bz8RFVYeX\nND+uSRDM2zsx958C+ZjA082sf9j0KB6EyhZYHZI2NrN7m/IGIxCEsbai83Xi5hbWC6iscsPMjq/3\nOAGf4jPjx+DXvz/ktveLaCelEvMJeB/45FJzMzNJA/EZwFeW3H/yHk98XOWAzDEHCFUWR+GB19PK\nGrDOIyu3ztuqiBTjFjMyJf8i7+ATQGIxEc/0vlbYPj81ZfVYXIJXxZ1AtZNfwNf39VTMxxNp7Z/4\nugew+JRKwkNbYNmkQKpjL4Wtg/E1ysW4s/pR7rkJwGgziy1km8K/WQ//XMPDPvPZ/wnA62b270i2\nktN2zruyBD5vEPwL7mdmHZKG4gdBlEiMmd0h6dt4BDBbCN8KnGeR5zdK2gmP1t9IrTxwTeA+Sbua\n2VUx7ZkrBj8fc58N7HTgi5y7q7aViCTH3hQwPNsYhUyUA+/9yRSZv5R0GXBAUZxkOmc/fFRgnvWA\n1/GbxIH4+dySznmoBLgFXyxkTtLhwDvyEVOxR4JVTqrKDUl9gJVxvYsOfKH/dOxAYeA+fATdk8Cy\n1K4Z38GPxShYWiXmhai/HumLVw6Vokk9nnPhDl6R+amJgkUhYQA5xbjFjLH4OqXoNK8JxFx0D8cV\n6Lc0s89hcoXAEHzKTUzWAn5Q7G+viOHAUEk75Fr/FsSDQsN7ulNJc1kYhaUpjM+yyCOBE57HqY69\nym1llbOhEupvDaoNopLCv8l63CUtBowN7bq9hrZz3pUPqN0438TLmv6F97/NHtNQEO6JVkLcDb8G\nBpnZ0Ny2s0LZ3dF4KV9pgiM2mFrJVqfxOGXLIIONO4AdzOyj8PNg/IT/MPw8L/CQmX2npJ0b8fFp\nH4fHDYnYC57s2KtzU+2DL5CPw1sDYnE6Lia2BT5SD3yBcha+SNg3oq2qWQU4sbDtjWzBIOlyao5S\nK3IhvshepVCGewnel9mSvZeSZsQzfUsAV5nZfyV9Hfg4RlWPpPVwMaJvkquiAF6TtJuVm5tdj1/i\npY5LAtvnqlBWx+dQV00VSsz3AecHbYCnACStjCtZVxLsCmKH9bQ9bolk4iZgWFCUznRQvo9XHUSt\nTAKQtAjwI+p/pli6KFWPW8zzJ3xs1kzUnMkN8HaE0lUHOX6FtxmMlpR9T6viegcbRLQD7og1Eu+L\nzQG4QzRG0uiw7Vu4BkGZc/cDSQsFQbtG47NijRzrRKjsGkhjXZ55IplKdewls1UQbJuVrn+72IGU\nJP5Nbv01O/WPiUrFlaui7Zx35UG8VPBf+ELnTEnrh23R+vkyEh1Qi+MX6SK34MqWsbgQd8Qup7qS\nrY1xBdqMI/HRcJmI0IzUyqfL8BG19/9Rdy+MSMpjr95NtQ++eNi+68t7zDZ4ueqI3LY7JH1OmDUc\n0VbVLELnY2EXfEJBxvvAvEnfUVxWIOeYw+Qy3F9TUmCnWUj6Jl5++w38unEP3gd8ePi5VD9uEBW7\nDS/dG4gvfPvgWewD8WN9OTMrPa1CtVE47+G9e50wsxSBXqhGiXk3XMH3CUlZZmdGXH+jy2ctg6TF\nccf5e3TuQ8+uh7Ecin3w/uKr8JYAgC/wQE7UUV6SNsDv56/ibV4jcUesDy7qGItKxy0WOAW/np5L\nbX00Hvi9mf0ulhEzGy1XbN8NL9n/HDgeH8f1eSw7gYOBkyTtbWajI++7E2b2unyM2g/p3Pp3V8mK\nnvWpnf+pZ0wfix9rpwG/wYPl38IrOsqOAsuT5NhLaSv4GifjgY1665SogZSczUr9m9AyOQzXWKhH\n9M+VgrZz3pX9cXVu8BN/Ip4xugG/GEQh8QE1Fo/EvVzYviFxxec2ATYzs0em+MqeU4w6VxKFzpfD\nJhQ1S3LsBYo31UzI5eXI/cWzA2/X2T6OyNUACfgvnn0dC2BmxezXYkDU6HNiXsRLiIuidgvQ9drR\nKpyJOxTLA/nRQTfhGYuyHAw8ambFDNsLQTX4XtxpPyCCrUajcCohpRJzyP5vKmkpao7EC2ZWT+in\nLGfiJaQbhP9XxRerp+FZ1CiElp39JB1GreT7ldATG5vf4YGbY4NeyTb4NfZKOveGlyXZuMXgQB4u\n6QS8NPZz4CUzq9dHXdbWh3iVV3RyglwZ/YBXJH1G18kvsTK/2f468EqXWAJwnTKw+ceJ2BHY08xu\nl3QccLWZvSLpWXziQpSRi4mPvVS2TsHXffviCbRfAgvjgnRlp1R0IrF/cwZeXfp9YASumfM14Chc\n96MlaTvnBczs/dzjScQVOMmT8oA6DS9jXwH4W9i2JrArLjoWiw+ocLZls5A0G9An648O2bitcLG7\naP3uCY+9lDfVvwPHS9rZzMbD5L/nscTPtFTNY3jv/IgGz+9KTfykFTkCv04cR+cRU8fgi4fJrRCx\nS+Aq5AfAGmY2wcW/JzMaX5iUZV3879aFoBdxBu44xSBVOWxGaiVmgjNehUOeZ3VgfTN7V9IkYJL5\nGMEj8MV9cZJFKYIzXnVp5TL4eCnw7PxsZvZJqLa4GW8PKI01YdxiaD2JWrkTKtIeNLMvwuPu7Pe4\nPztwcMnfn2ok7QdcbGbjw+OGmNm5PbSx3JRfNdlG7ON+Qfy4A5/d/pXw+Dbij+ut5Nhroq0tgJ3N\nbISkYXj758uSXseDHmVFN/Ok9G/WB35sZk+E6/nrZnaPpI/xe3NLthq2nfMCQajqfvzC/UqFppId\nUGb2R0lv4SfFdmHzKFzY5eZYdvD+9SGSdqlQ6CsbnVDcViU34z2C50maG+8fnADMJ+kQM4uy8JH0\nJZD1cuW3zwuMs5JjViT9CLjTzCaGxw2J2Hd5EF6a+oakTCF+ebxsa+NINlJxOnCvpPfwSQfjACQt\ngJdJ74QvVluV28L/11I7pzKH8Nbcz9F7CStkBuq/10XwSoiyfIPaYrEeI/Fe9FhUfa2bjCVWYk7U\nMw1+PGTf/bvA13EBxNeJ0xI1GUmr0Lg/NpZWCbhSf7b//+CZ+qwCZr6Idiodt5hQ6+VeairZ3Wka\nlL7WWYNRthVxBD4KcDwNgoaBDryMuifkxxJO6XoU+z7xBq6NMwZ4hVpwqD/1lemnmpQ6Q03SNJoH\nb3sBr/DLqjQeJlLwLkdKh7kfNR2MD/DKrhfx+/JKEe0kpe2cd2UCfvBcJOlN4AE88vOAmcUUykpy\nQAUBjTWB+80s9qzseqWPSwJvBwGSYslWjM/VB7hEUnYhnhV3mrNSwVnq/1opVgYgYmoAACAASURB\nVKI2T3ZbvM94Rbx0cAjxLmyNMmOz4MdlWf5CbUHS3VzmaM6XmY0Mqp07UitXvRq4soJ+vkoxs/sl\nHQAMBQ4JN5oOPHr/BXBwhCxLM0ndP5iCu/HM1V7h5w5Jc+A9pXdE2P8cdF9m/hlx2zeKc2q7ELM0\nNtw/tqSmuPsccIuZfdn4t3pkJ1XPNGHfy+Ml7Y8BgyRNwI+R0toAGZK2By7Dg5MD8GNxKTyDFPte\n/CgutDkKP65PC33UW1OrgmkFUmm9zJlrL4iqnD+1VCHKZWaL1nscmfxYwhVxXYVTqFXCrY4ngooz\nrmNwE96O8hiue3CFpN3x4NfQ7n5xKkipM9QMTaNX8e9uDK6Nsh2eaNqCmmZTLFI6zIYHVUcDzwB7\nB/9jHyKPIE5J2zkvYGZ7AEhaGFgb76M6FFeS/Y+ZLRLLFAkOKDP7UtLd+OIq9gkI3Tt5VVCMQl9R\n5zWXRbY5O7VMywDgRjObJOlRImTFJB0YHnYAe0jKK0j3xY/D0mWkZjZDvcdVE6ooYvT3Nh0zO1fS\nrXiQ5tth80vA9RZ5BGJqmtA/mIJDgbskPY8H8q7Cv7d3qZUBl+U78hFF9YiataTrnNrKCGJ3d+Dl\n/9lovSOAsZI2i1xZlqpnGly/I5sHfwxeMfIQrknw04h2jgQGmtk54TMdhAcEzif+ovEQPFAEfozM\ngX+Wl8JzpQjZryllSTvMrNSaMtN3kY8mPBZ4p4ogbuaYB4Xsq4BDzaxyXQ35RJvfk0CUS9KRwNDi\n3y8EBQ4xsx6JAVtunJmk64ADzSwf6HxW0li8zDzq+tDMBuceXxNKstfAe7TriR5Py76THHupbeUY\nhgclH8BbJm+VtD8uVhmzMgnSOsxnUpsHfzx+v9gRT2jtGtlWMtrOeWM+wG/WH+BO7Rd4v10sUh5Q\nI3HF9uIcxdJMbeljuAjFsJdKnC3Py8CWQeBpY2oR2gWIIwCWZeX74BevfFZqAn6BK6Uq3Uzkzb4H\nUMu+jQL+UFXfatUEJ7xslH66Q9La3T1v8UeCVY6ZvREUi7cHlsOdlouIW7lxH/WrXqa29HNa+HOx\n7aVCzsJLR1fL9DBCi80V4bnNItpK0jMNYGZ35R6/DCwtaR7gA4s7l34JauWbE4B+QYdgKD4y6dhY\nhiw3DSA4nrHvF1t189zq+GSCmAHfPvh9d1nijvbsRGjxWot07SInk0iUC3eOL8QFxvL0C8/FmNTz\nPeqvK1/DJ1ZUipk9SvzKkCTHXmpblhulbGb3SloaWBkXAY6tDZDMvzGzK3KPnwyaUEsDY8zs3Zi2\nUtJ2zgtI+i0u8rMi7kRkUaYHLTdiqCyJD6ijgFMlHQ08ifen5d9LFHEnSYeZ2Sl1tvfFF3SxMlWp\nGYJH14cC95lZVr41AHi67M7NbDEASfcDW8c8zvLkMvRT856iqJ5K2gb4M66Ynf3dVgP+JWl7M7sh\nhp02URhRZ1t+0doqfeadMJ8+UK/CJgaLTfkl0UjWbx5Yh5xjDmBm70kaDMSeyJGkZzpkSj8HVjCz\nkdn2/GeMyAfUSqbfBL6Ll3XOTYtNqqinTROCrifhZbFX4lUIsexNkvQSnl2u2kG6BtcLSaGxkFKU\nq1Fg8LvEE+4dBRwhaQ8zmwAgaWa8wmZUJBtIegUP6NcNikv6GvDvsro8kPbYS3ycF22/jutsVLHv\npjnMoVIzditUctrOeVcG4xny4/Hy5UqUY1WbWfsZ1A4oSbNJOsbMYs5szEqObqHraJyY4k6HSXrf\nzC7KNgTH/M/4DaElMbPrJT2MRwKfyT11HxF7B82sU8+vpBmBWc1VPGMwsPDz/PgiMWt3mBvvkR1H\npJEkeKbgd2bWaeEm6fjwXNs5n374auHnmfAg5QlAqhnapZmS2GGessKH+RLPBKRWa/8f9ftx5yCO\nBkaeJD3TIVM6hjSBpgeBjXCH/DrgzKAMvhF+7yiFpPeBpcxV54vjujoRWYfg6/j6aBe8n75ToCMi\ng4FTJO1b0f4zPsE1RNbHg8jF5EW0oAMJRLkkvUNNOPf5gkZFX1wj5cIYtvAKjVtxwdcs+7pcsL1F\nJBvgQdDfhyqovbJAQIGY18dUx16ltkJC5gJz9f5ukzOxEjLBbqX+jaTTgaPN7NPwuCEWV0w0GW3n\nvCsr4hmDdYFDg1BMJgo3IqKz3mhm7ezhuZjOeSqhp82AuyV9FBzaGXHl56UTvodKMLO3cCG4/LZ/\nxNi3pC2Aec3skty2X+Pq9zNKGo4r65fKqGcZ+rD/n+Gzinc3MwvbhPeGn1/GToGFqK8BcAVwWEQ7\nbUpiZvV6me8J18DT8RK4VqDY55iVlxe3QQtVA6TUiQjcBlwQBJeya9338ftWrGkOGZX2TBc4Efit\npJ9XlDHP2B/XOchsTsT7Y2/A+97LMpCaFspAKq6skPQVvI/+AFyxewMze6hCk5fh66FnwjWoU3l2\nxIDDerhY1ey4vkueDiJWBJBGlGswfr27AC9dz1dGTgBGx/rezOwfkhans+DrNcBVVhPci8VWeADj\nQUlbmVmxdznm8Z/q2Kva1kC8GmM8XZMzeTqIl5CB6v2bFfHkQfa4EamrzaLRds4LmNkzeHb0LIAQ\nqRsInEPjsTw9oVHJ0fJEnhWeSujJzB4PZcx/CReZ3XH19vXM7O0U76EKgojLYFwldAEKvXVmtnhJ\nE4cA1+fsrYFfvI7BM0kn4o56zEXqCcC2mWMOYGYmaWB4L7HK60bgs6aLYjtr4SJMbaZ/3ibyiKkq\nyTuxkjbEBZiOpLOa8G/CtpZBUqNSvY9w5+IMM4tWSor3EV+K/92yyRsz4o75QRHtpOiZzrM/fl/6\ndygnLmZKo6gJF9oBJuEl4NGw3IiufGC3CiQNwsdFvgXsUK/MvQKSzAc3s/4p7AQqF+XKKhclvYa3\nY06cwq+UtfcpHgiomsfxkWk3AE9I2trMHqvIVrLZ9FXayidk8o8TUKl/k68yLVac9hbaznmBIFy2\nIp45Xxd3IuYCnsUvqGX3n5WfddB1LE5fPGNwXlk7dez+ABcdWRz4iZm9KennwGtm9nAsO2Y2XNLO\n+AV0FLBOK4syBC7Eqykux/shY0fjlqXzjXlb4B4zOxFA0nhcYCOmc74Q9c//vvion1jcgpejrUyt\nPHU14CfAsfkS5LIlxqmQ9CrQ38zeK2yfG3gqQrCmKUharrCpD36cDMYzZa3IGcA+hWvcXZI+wxeU\ny9T/temSRg7R3Ph4mn9KWt/MovSDm9mHwI/loxCXwa97o6wCVevE51SSCSOSvgQWsoKAXxDVGxej\nPza3z02BLy0ndhe2DwD6mtmdJU2chGf0XgZ2kbRLvRdZxNntVvF88LDWWwx408z+V3huFlyo7TWL\nKBJoXUW5lsHP3eiiXGY2uXUiaC3MVHi+uxGQ04Sk7+DjzIqj4aLe083sbUnr4smyEZL2M7NhMW0E\nO8lm06e0VTXN8G9CRU/fYhVUEPn8wiJpaqWm7Zx35X38AHoGd8b/hIt2xCo5Ohhf9F5M17E4WcnR\n3+v9Yk8J2ezL8WzoStRmgWdlapuW2PeNDZ56By/TusCrpePeuBOzCbBZrEVvHebEJwNkrIX3KGY8\nB3w9ss378PGAe5jZUwDBgf4jcG9EO+eG//cL/+o9B3G1D6rmW9R/r9mCrlX5J/VLwB8Fdkv/dqKw\nBPXLRT/Cv8eWwaYwGUPSiXjFzQaR7b4k6eXwuKoywW+R6Jya0t8xIo16YGchfs/+SdRvE5ohPFfW\nOb+MRCWioaf9EGBIcWEdFuJH4VUib5Y0tQMeeKzXrtOB68mcia/VKsHMRuPTWKIjaTZ8ROF21A+4\nl77fhpL2m3DV9vy9o7K2IXOBz70lPQ2cJ2kFXL+mNAmPvaS2wj5vAB61gmhzqIrpb2Y/iWAmuX+D\na1rdTFenfzvgR5Twb5pJ2znvyk64M15JtCWLkoWSo0fChaZqjsKzR5dJ2j63/ZHwXBkazdy9q8H2\nVuQDIrcaFHgTz0yNkTQHXvqT7w+al669O2XZDS9ZfUJSvmT1LmCPWEaa0CdbGQWhsY0l5Y/9vrhT\nNDrpm4pLsextEj5/dXwz3kwkHgdOD/3Fb8NkZd9TqPVRlyYshPtk2aigTrsV8LyZ3R3LzhS4Ctgz\n5g5Dv/lAfDY8QVn4DDOLIijVG8+pnPBSB7CHpLygZ1+8rzn2GMlvU5tFn+cFvIS/FGa2a9l9TAOH\nAHPVW4OZ2UeS5sTVwPcvaWcv4OR6Zd9mNkHS7/Fqw9LOuaTVcV2Z23LbdsaF9frh1RwHFDP4JTkZ\nFx8ciJfTHwgsgl8jYo1tOxMfm7ZB+H9VfL1yGvCrSDagTmDIzM6TNBJvw1szkp1Ux15qW+DXnXr6\nCXcCh8Yw0CT/5vvUbw0YgbeEtiRt57yAmd2e/1nSXMD6/lT5fr4gktY33wceFov74BfpW2KWmWcm\ncOXYIh/hJZE9xpozdzw1RwNDJO0SsxQsx3XAGfIxfpvifX15heJVqL/w6jFm9g6wqaSlqAm5vGAV\nTSfoJWTlsB14YCPPRNyJiHKTawaWVnk8FbvhmZ0xksaGbYviQmNbRrRzM3AjnsmZG3gMPybmk3SI\nmUWb090NXxJx1rSkIfgC8mw69+sPlfQNi6Ninfyckk8QGYhnVuqV4pYVe8oCq33w+/qXuecm4J8p\ndk/9R3jL2ujC9iUp9NS3AD+k+7/PZXhFY1mWpvuRgI/i41NjcAzuLNwGIJ9EcBFwCd7+dxjwb+C4\nSPYAfgzsYmb3S7oQFzR+OThOP8WrKcuyOrC++cSAScAkM3tY0hG4blN3Yl3TQt0qlGCrP/Gm5qQ6\n9lLbAq8IrucsT8Rbd0vTJP9mFgrX8MBMwGyRbSWj7ZwXkHQtLqLxh5ANeQIvueujOHOZ/4TfoPcO\n9ubEszuz4v3MAyX92MzuaLyLaeYt/CY9urB9LWpjPdo05lC8PPZtSaOpiSMBUQSEhuClm2fh39VO\nZpZf0O2AjyuJTnDGozvkTcoUVEpWBRAWN/17gZYC0Du/q4ywGF0OzyBlQahRwL2RS7RXouaUbYuL\n6K0IbIOf3ymc862B5yPub19gTzO7OrftFvnIpLOJoGLdpHPqWLw66DRcGPBE/B6/JRGmpGTCS5Lu\nB7a2klM2ppKb8QDvVmb2SrC/JP4ZW0LLI0emZt6IN4jTkjIXfn1rxOzUHyXYE1bAg/wZ2wOPmdme\nACFweDxxnfN5gVfC44+pjcp8EO/ZjkFfahMD3sXb7wyfnx1TRHQxvFWyC2Y2VtKaeAY1hp0Ux15q\nW+AjHX9K12vc9sS7bzTDv/kHXgVzQGH7PsCTEe0kpe2cd2VtaqUQW+ERu7nxmZ5HUX4u85p0LlPZ\nGb/AfTuUsvwej6LGPHj/hM9Y3Q3PUHw9LMhPxVW7oxAiZKdSUzXvFO2MKYCTmEoFhMzsc/w4aPR8\nJWqUkhbBe3LqZY/Kis81I1OQBEurepqCXvtdweQ+6bvDv6qYndoidQBwo5lNkvQo8M0YBtR4Tu1X\n8L7ZzXB9jFjMhAenizxJ5LVD4nNqRzzocLuk44CrzeyVEHRYjUgjhYrX7ZBVmtXMPmnwK2UYBPwV\neEHSG2HbIvhEjJjlxSn4HHdKGjku36IwbqqHvIw7dI1mS69Ozbkty1fxgF3GOnTWAXgcr+iJyav4\ntScb2/aTYGdTGrcjTisj8Ta81/BqoUHyST17ETHxM6WqrhA4rlcdOq2kOvZS2wJf698oaQlgeNi2\nAZ78idFvDs3xb44C7pVP1spEEDfAlf0HRLSTlLZz3pWvUOsv/iFwg5l9Jul2vE+xLAvjJZUZGwQb\n2cXyUiB2qfhJeLnjffgi8kHgf8CpZnZ2RDuX4I7eCVSjat4UEgoIJUPSBnhG5VU8oziSUCECNBrZ\nNC00I1NQKb04w9zrvqs84VhvNAYxltDdy8CWkm4CNqZWDrsAnecMl6HRnNqP8WzV2pHFdi7Hs+fF\nQN1eRBq12KRzakE8iwTwCX7PBw9OlQ5WS9oC/0yX5Lb9Gj/HZpQ0HPhpzIx6WPiugVeILI8v6p81\nsxgOS2oeA35OY2drZ+LoRVwLnCjpQTPLr8kI7V4nAH+IYAfcMV8MGCtpZrzS5tjc83NSqMiLwKXB\nzkP4OMlb5GPbZqG+eGBP+A216oNj8HPoIVzgdvtGvzQdk+rYS20LM7tV0pa4CPS2hGsEsKHFG7ec\n3L8xs0fCfWQQ3qqUfa7di+d1K9F2zrsyFlhd0vu4c55dYL4KxBBGGk/nPojV6HyhHI/3hkQjZI5O\nlHQKXt4+By5UFDuCvxbwAzNr1bFL/5/4HR6cOVbSf/Hy23H4ovuvEfbfjExB1fTWDHNv/K4AkHQs\n/r09QbUBwyG4INtQ4L6ckzwAeDqGgRTZZUmn537MBM0GUNPA+D4egL0skslmnFNv4CMCx+CZ0QF4\nQLI/HrQuyyG4SBUAwWkegn/WUXhl3tHEHY2ZqkIkBacC9wRxwFMKQo6DgF2JkxE7FdgcGCnpFmoi\nfUvjFWVPh9fE4A7gJEmH4+0Tn+FObMZyxMvSA2Bmp+Ye3y0fd7YKPrYtRgAey43uMx+xuLR8hNUH\nkduGUpHq2EttC5isqXX7FF/Yc5L7NwDB5/hZ7P02k7Zz3pUzcAflE7xvZkTYvja1aHsZ/olHy46Q\nzx7/GrUSE/De5n9HsJONuZg8p9PMJhC3J7HIWBqPj2lZEggINYNl8HImcJGQ2czsE0nH4P2LZXtk\nm5EpqJremmHujd9Vxj7ArmYWQ/yoIWZ2vaSHcafvmdxT9xFPrKgTkuYLtmP2aRcFnLKevSXC/++G\nf8tGsteMc+omPKPzGN47f0VQpf8GcQTAlqWz470tcI+ZnQggaTyuch3VOZe0Dl7CvkzY9Dy+6H+o\n8W9NfwQBs1/if6OBkj7GA0Vfwa9DB5jZ8O72MZV2xstnZh+JL+y3xtcvr+KZ5t9ZvEkVR+OCkQ/g\na8tdwnosYzcqDqqY2atE1hiSdDFwkJllLT2Y2fuS+kk6O2JlUhJSHXupbeWRj8zNrhHPmVmU4HEg\nmX+TJ6zRtyT3uXDxuS8b/9b0Tds5L2Bm50p6DL9R32Nmk8JTr1J+7Bh4BP1OSdvhC7lLzOw/uee3\nonsF0WnhpWBjHICka4ADswhdBRyMR4f3Np/f2VuoVECoSXxKLcjwH/yi+Vz4eb4I+0+eKUhAb80w\n98bvKmNm4G9VGpA0E15Kt0JxoWNm0coSg6258evPTwkCT5I+wGe9HmVm9Wa6TzVV6Vt0Q/JzyswG\n5x5fI2kM3l/8kpnFEN6cEy/rzVgLn8iR8RwunBUNSTvh47JupNYzvyZwn6RdzeyqmPaqxszOl3Qb\nHhBfEneaXwSuN7M3uv3labMzHq9oOEbSDPg4xOgL+hBAW1s+v/qTOjZ+gjvtUQkBm0YtPXtFMLEL\nPpbtv4Xts+Fl2S3lnEO6Yy+1LUkL4PeJdYHsPjF3EK7c3nyCT1lS+jfAZOHL23GNjWyq0RF4smGz\nTCCz1Wg753UwsycpqPxZYcRaiX0/ECJXA3Bl7usKL/kn8fpMilnsTfGDtiquwXvaX5H0GV1VzVsx\nwwyJBIQS8yi+aByFO2enhZLSrek8xq2nND1TUAG9NcPcG7+rjAvxrFg04csiZjYxOHiVCl6GctG/\n4319V+LnLsB38BLIDSStkUgdPBZNP6dCC0LMXv038QzOGElz4D3geb2AefEAWEx+DQwys3zm/yxJ\nh+Dnd0s55wBm9ibxRplNjb1JU35VaRt1hdjM7P1628sQdA5OwMvzo7b0yEcM9wn/5gzVIBl98bXm\nuFj2CrYr1xBJeewltHU2fj1d1sJY6NDqcCm+ht2hm9+dKhL7Nxln4cnT1bPzSNK8wBXhuc0i20tC\n2zmvQ8Uq1oQTo+7MdDO7oOz+m8jBzX4DFVGZgFA3CsxdMLOYQYBDqPX+HBse/xSvtohxjDclU1Ax\nvTLD3Eu/q4xZgb0kbYiLxBQDhrFKi08Efivp51UstAPH4GNqlihWP4V2lLvDaxoJx00zklahcTvP\n1hFMJD+nJM1rZu+Fx4sCe+KZvlsilYBfh481+y3upLxF54DnKtQyPLFYnPrjNm8BfhvZVpvW4JfA\nbnlhwoh8iDv7HdQfxdpB5yBbFBJqiPRGfoiLv032Pczs+VBaHy343gT/Zh1gtfx918zekzSYyFn6\nlLSd8wIJVKxTkl08i9sqwcwurWrfTaZKAaGpXUh3EDFDH/rPssef4r250UmZKUhAb84w97bvKmM5\nPFoP8N3CczGvhfvjZYn/lvQ63jYyGTNbKYKNLYG967UlmdlbkgYB5xHJOZe0PS78dhd+zbsbWArv\nI4zVR5/snAqVQbcCi0p6Ce9v/yuuNt2B931ua2ZlR2cOwasbzsId850KAa8dqO9Il2Esnk18ubB9\nw/Bcm/9/zErnQFdM1sPXxMNxMdn8PWIC8LqZRe8tJpGGSC9lBupXIU2kUIHQYvwPrwgoMgd+LLYk\nbee8K1WrWKekD3CJpMyBnBU4T1Jx4RgjA9IJSbPSNdMSa6RQaioTELImzcyW9CrQP8sg5bbPDTxl\nZos3431Nz/TyDHOvJGEPdVmHbmpYiJouRD1G4lU+sTgSGGhm54R74UH4POPz8axVaRKfUyfjFVA7\n4qJFt+G9inuG58/G+2dLfZdm9jneb9vo+SqOydPwMvYVqGksrIm3OxxUgb020z8X49Vw0SsnLIze\nkrQYMMbSKbNXriHSixkOnClphyxwImlhwoSRpr6zctwGXBDW5FnJ/PfxQPUtTXtXJWk7512pWsU6\nJcVM9hVVGpPUD1c53Q7vqytSaU9mVSQQEGoG36L+9zELnvVp04BemmFuUwIzOz6BmXfx87aRUNBi\ndM5glWUJamN3JgD9zKxD0lB8oRetbDXROdUfWN/MnpX0DD6v/dys11jS2cTR20iOmf1R0lvAofj9\nF7y09KdmdnPz3lnPCOrLa+Kz2kuJHJZ4D98EfmFmx0XcZ79QqZaCGYDDQjVovZaeQT3dcZgU0c/M\nXs9tWxafFtAP+EtFIoSVa4j0YvbHndXRYQoGuNjmSGCnpr2r8hyI+zp/p3aMz4h/1pYNTLad865U\nrWKdDDP7RWKTJ+PlTvsCl+M9TwsDe+MZiV5BBQJCk6la70DSj3I/bhxmbGb0xSsERpe106bN9EKC\nvunMztz42Kwl8BFW70taCXg7iP6U5S7gREkbFUq/kTQLvmCNWd31AbVywTfxtoB/AXPjwp+txjx4\nmTkh4P4p/hkz8p+35TCzm6hobF9qzOxLSXfjyZJkznkQJdwK2B2/F44h7hi/tyVdC1xsZg9H3G89\n+uOO18y4zkGespnus/GRWIfCZCXwh8K2V/CKzb4xys8lnZ77cQbSaIhktmemvvDcmJh2UmBmY8P9\naEO8ZRdglJnd28S3VZoQvPtxUG3PRqmNMrNii09L0XbOu1K1inUnetPJD2wB7GxmIyQNAx4ys5dD\nD+aOeGtAyyBp7al5nZk9GMleCr2DrGSzg66VFRNxx/zQSLbatGkqifqmkbQccC/wEX7O/gnPYm+N\nBwUaljlPA5kQ0kuSzgFewK8NywD74VUvP49gJ+NBYCPcIb8OL4lcP2xr1TLIZBosKQnCdh3Z+CVJ\nq+IZxudbWGR2JC5091rVhiQtjzvkO+LBp/OBI83sicimdsJbDYZLGo2Xnl9WRX+2mf0g9j5zrIZ/\njoyd8evdCmb2haRf4cmZGL3hKxZ+bqQhEg1J38a/mzUKT/XBrxmlqkDD+MupuvbEnHIU2g/uCf+y\ngHKvIDjjL4eqm+9J+mqLTS7pRNs570qlKtYZVZ/8TWIe3LEE+Dj8DPAwrdUOkDGC2gW0OJYuI+Z3\nVbnegZnNACDpNbzn/N0Y+81TyM5P6f20bE9Qm5ag8r7pwOn4TNdBwU7GHUQaY2Vmb0haHTgXv1Zk\n16RswbW/mcUU/9of1ykBV6OfiN+vbgB+E9FOSrrTYJmlSe8pBlcBFwCXS1oQDxSNBHaUtKCZDWnq\nu+sZRwGnSjoaH21b1MoppWETdA52xJ3yxfEA1Db4ufQHM3u+zP7rEcQG/yJpfjyQtitwgqS78PXg\nLWb2RVk7kmbCZ4+vYmYjy+6vDgvSucJufeDG3Hu/hUhjexPqhuS5BG9r3ZxqVOGTTzYKEzFGm9k1\n4edrgW1CO8ymZvZMRFt9cWHSRhVr0QIOks4A/mVmFwW7D+D3qc8kbW5mI2LZSknbOS+QSsWa6k/+\nZvAq3vc4Bs/qbIcLNGxBwtK0iHyA3+AuwSPA0R3ZAsn0DioWoptaQaVWDUK1aR1S9U33x9t3irxJ\nRJE2M3sN2ETSV4Fvh80vx9Y7kDQjfm+6K9idBJwU00YTmBoNlstSvJEK+C41MaTt8MXqmpIG4MJI\nreic3xH+v4XO66NYCYw3cEf8t8CtWauIpJK7nTJm9g4e0Dtd0gHAKfjYvXclnQecZGafldj/REn/\noToV7o/xCoOs53xV4KLc8x1UEOyStJ6Z3d/guV+a2TmRTK0ArGxmL0TaXyeaNNloHzwYhaSN8Aqo\nTfDrxSl4ZVksjgX2wIUqf4MHd7+FTxyJfS3altq1fAs80LY0Hvw6EdeuaDnaznkDEpSbV3ryN4lh\nwPJ45Ook4FZJ+wMzEbHqICEL4f1nuwGD8MXCRcBfK1InrVzvIGTe5jWz23LbdgaOJwi5AAeYWY9H\nxGXZ+TZtpgNS9U3/D5irzvalgHci2gEglOv9Y4ov7Pn+vwhOwjJTfHEPSV1h0wQNlqxVaQPqryV2\ni2hqJmpjPTekplL8An4fa0Wqzph+gJ+fWZtLspFzkr4G7IJnzr8JXI+vLRYBDsfLxss6S7/DNSp2\naiS4WIJHgQMl7Ym37syJBzszlqKav+eNkjY0syfzGyUdhGtuxHLOn6cJGlMVTzlakNp3sjlwrZnd\nHdorHotkI2NHYE8zu13SccDVZvaKpGfxYzvaWGD8e3orPN4U/1wvSrqY6+4J/wAAIABJREFUtiBc\n70HSUvhFsupy86ac/FViZkNzj++VtDSwMp7ZebZ576xnhEj6NcA1kr6B30j/AMwi6VLg2BglaDlS\n6B0cg5fr3waTZ/9ehFcHjAIOw0Vdjotkr02bZpKqb/oW4BhJmVJ2R7hm/B4vA29F/oEHkV+f0gt7\nSK+usJF0LDWdgKqr454D9pF0O35sHx22fx14r+FvTcdk47oq5Ju4A7w7fu7+A8/AdVDRdyVpa+AX\nwMb4GvBc4Iq8Ir2kv+H34rLsiWcQ/xPa2IptAauW2PfR+PVzJ9yP+G2hv3d7PEkTm8OAOyWtnSW2\nJB2Kn2ebldmxpHxw9XDgZElH4veOovBctLHACaccfYCrs48Ffoi3jYD7NrGvrwvifzfwUZhfCY9v\nI77S/tvAd0KlyA9xQWrw4HtxNGfL0HbOuzKMNOXmyU7+qpG0WCi37EQYs1HVwi4poWJiiKTLcWd2\nMF6yE7OcNIXewQrUFm7gN9HHzGxPgDBi43hKOOeSDgQuMLPx4XFDzCxmBLVNmyKp+qYPxbNf44DZ\n8IXpgvhUh19HtJOSc/Gy20Wp3/NbKuD6/6DCZh9g1xiK1VPB4bjA4WHApbn+0R9RYYVFCiTNTv2+\n1bLHXwfetnGXpHlxUbMD8HXxqZKuAG4zs/92s5tpZRjwZ2BNM3u8wWv+jV+ryvJX4k5vmEwYR7gM\nXjL8lpkVM69/xoMPse1eKGke4F5Ja+HroyPxnulHSu7+Q7q2TxQDuFVoQqWacnQjcJWkl/AgwJ1h\n+4pAbGXzN/CKnTG4ev8AXNS4P7UKn1gMA66l5q9l6vPfxyuHWpK2c96VVOXm2QGU4uSvmleCIvv9\n2b9MNbY3EMYUbYOXt6+O97BuFrvPM5HewVfxSGPGOtQu0gCP49HVMgzERezGh8eN6CBueVObNp3I\nn6NV9k2HstGNwoJxOTyw9lSLj6n5c/g/f452UPE9StKsZja+in0nZmbgbykMhQkp8wFzFTKYFwA9\n7l1uJkE0bRjeF1uPaMefmb0HDAWGSuqPZ9P/iIu0zRbLDrDQlHrJzexzPEBeCjM7esqvKrX/d3Et\nnHrP3V5veyS7J4dgyhP4MbCxmcWoLGyG8Bykm3I0EBfxWxQYZGafhO0L4YHYmNyEt/M8ho/du0LS\n7niQbWh3vzitmNlxkkbin+u6XEvml7SwTkrbOe9KqnLzZl0IqmB9YN3wbwdgZkmv4j1ImbP+dsPf\nnk4J42h+gWeXR+MLhe1iO+V17Fapd/A2Lto3NthZic6iWHNSqOKYVvJicxULz7VpUxdJD+CBzxHA\n382s1DE9tZjZw5KeAP5XkS5FSpKdu0Fl90g8IPk1SUuZ2auSTsAVhi/qfg/TJRfi48xil3F2QdJs\nQJ/MMZf0TVwvZZSZ3VW1/Yo4A9eG+D5+Hm+F94YfRYXjPkNG+3FJA4GfRN73Z+FY35KansPzwM1m\nFr0EN5Rqb43r15xuZh+EsXHjzCzmtIrKaFB99yYedHoQWDWs1UpV4iVoo2hEkilH4R54ap3tUZ3l\nsM/BucfXhEDDGsBLZnZrBfauz/8sae4mie5Fo+2cdyVJuXkTLwTRCaMKRsBkQYs1qDnruwAzSXrB\nzJZtzjvsMY/iZTln4WWdAGsV1VxjiBVBMr2DO4CTwliNLfEb3EO555fDy5CiEJTmTy1mC8Ji8jBr\nzRE/baZ/XsMDa8cBn0v6Ox4oHA78I/ZCWNIMePn6PrgDsRTQ0s5laEtKxa/xe8UgfEZ8xkh87FDL\n/f3wdoq9JG0IPEvXtURMkdSb8bLV8+Szix8L9uaTdIiZteIo0/WBH5vZE5ImAa+b2T2SPsbHdJXK\nzkpaAC8hPq24rgtj1g4hckZR0pL4PXhhwMLmI/Bg+WZmFvPe+128QvMzPKs4DO87/mmwv0ssWxXT\nqPruS7ysPlPjjl6JV1VLRYEkU44k7QK8m1U1SDoZ2AsPDu0Q63ovH+N3PnBC1u4aKhti6SYV7TUa\nEfcfvN2h5fSuoO2c1yNZuXm4ie5OLYL6HHBxBcqayQjliMMlPYwvhjfBe2eWbuob6znfoHOPdpGY\nx0QKvYOj8UXcA7hQxy5B+C5jN+DuiPaOxUf5FEv5Zg/PtZ3zNtExs10BJH0LX+Svgy9ETgA+kfQI\nMNzMTolk8ih6mXMpad5Q7kvoO98TL/G9xcwe6vaXp52dgb3M7L6gEp/xDK1771gO+Gd4/N3Cc7Gv\n7StRc2K2xSukVsTbsYYQMQOXkH64hgO4Uzk/8CKeNFkpwv4H4mXmXRIuZvZREHQcTPetWdPKWXjw\ne7WsAi+UaF8RnislalZgKHAVXmWQ/4y3U3+M4HRJM6rvUrZUkG7K0ZEEsbQwteeX+LG9OX6sbB3D\niPkYv21IUDEU6G5E3KnEHRGXjLZz3pUk5eaSVsHFSD6nJthyCPBrSQPM7KkU7yMWoUR6Nfzvty5e\nijYWLzvan2qUOyulCYJFlesdhD6xtUNm4JM6GcSf4E57LLKgVpHliSum16ZNF8xsNN43ejGApMXx\nANQB+E07lnPea5zLMMHhVmDRIB60PS4s1Q8/lwdK2tbMplZtfWpYmPqiRDPgi9SWw8xStq7NDmTC\nZQOAG81skqRHcVXyVsQA4S1lzwB7h7FP++DB67JsjjsojRhGvNFcGeuQc8zB+90lDQbKCpoV6Q/s\na2YdhWq/N2nd8XqpSNZSYemmHC1K7Rq7JXCDmV0QAtUjItoBn8SxJZH7yxuQckRcMtrOeYGE5eZD\n8fE7e1oYxyVpRrxP7Qxg7UTvozSShuMXsddwJ/x84Get0tM0HZFsvF6j6oxY/fSSPqA2kuZFSXkH\nvS8umHVevd9t0yYmof923dy/BfASu5jX+t7kXJ6MZyd3BH6Oj7+5Hc+cgwv8DGbqR6FNDc8DP6Dr\ndI9tgacj2mkKkhYBqFAo9WVgS0k34WO6skXxAnTOmrYSZ1JzIo/HA0Q7AhPwsaZlWQxfszRiNPF1\nF/6H67oUmQP/XDGZSG36S54lgXd7utPCyLFuidEGKul04Ggz+zQ87s5erExzpS0V3WHVTTn6BFdp\nH4MH8LK/5Xjiih6CTxg6RtKa1J/0EbP9IOWIuGS0nfM6hHLzVakvynVZJDOrkHPMw76/CH0gT0Sy\nkYof4JHs4XgE7oGsHLLNNNFrxuvhpbx98IzlsUA+GDAB7xH6ezPeWJvej6SdqTnj8+Gq2Q/gJeeP\nVyAQ15ucy/7A+ubjkp7B2wHODWr3SDqb+P2DQ4BLJS2M33O3lqf7dsazIS1H0CHIMm1zhG3/xUdw\nnpj9PSMxBC9hHgrcl7u2DqD1jj8AzOyK3OMnQ5BtaWBMqAArywS8qmBsg+e/QXyH+TbggqBcnVVM\nfh8PVEfRrslxK3C0pJ+GnzvC+XUS3trWU4ojx+oRsw10RWoBzhW7eV3MVpGqWyo6IWkDXN28ns+x\nWyQz9wAXSnoa10S5I2xflvjBgN3x42Tl8C9PbG2AlCPiktF2zgtI2gIfXTAHHnHOn/AdQCzn/GP8\n4l8sYV6UWnlaqzA3vjBdF3cwr5b0Ir4YHoE76+807d21Dr1mvF6mlCnpNeBvqdSy27QJXIJnCE4C\nLkpw/PUm53Ie4C0AM/tE0qf4AjXjA+pn/3qMmd0c7r3H4FmWIfhc3C3M7J6YthJyIr5IzZcsr4WL\nFM6Ki+BFwcyuDzovC+El4Bn3Uc4RaxqSvmtmI7Ofg6joU+G5LSO0VTyOi6M93OD5HcJrYnIgcCnw\nd2rB9xlxx/ygyLYOxb/7t/DM6HDg6/hnOrLEfpNOGsq3hyRsFam6pWIyko7Fr3tPUJ3WEHgLx29w\nH2ObXAJtZTywF43EOgEpR8Qlo+2cd+U0PNt3ZFFhOjLXABdJ+hW1Wahr4j2QV1doNzrmM7n/Gv4h\naU58EbIeLpB0paSXzKwoitOmM71pvB7QuU0kKPkXVU9bqRqgTeuwHx4sPBb4XXBcRuABwydjjznr\nhc5l8e9T+Vi4IDK3UdV2ErILsEdhmsezkt7EF43RnHMAM3uLEFQBkNQHzyQNwis4Wo27JK2VKT5n\nBLGpy/DsZhmGArdLeg+fKPJJ2P8cwGG4kG3UwJqZfQj8OKi2Z0LAo8wseobPfKzeepLWwTVe5sCv\nSXeVuf5ND5OGwt9vCeBBM/tcUp/I1/SqWyry7APsamaXR95vJ8Kxt3+d7ccGZf+WxBqMiMO/w00T\nv51otJ3zriwMnFWxYw7wK2qZ+Ox7mIirqg5u9Estwqe42Nf7eJblC2o3ojYNmB5uerEJo0hOxpUz\n563zkpapBmjTOpjZeQRNA0nfwYWY1sUdlVmCCM79Zlbvpt5Tm73JubxE0v/C41nxEV1Z3+AssY1J\nehXoX2yHCi1mT5nZ4rFtJmAeulbGEbbNU2d7FCQthose7oqX497b7S9Mv1wI3CtpzRB4IJRoX0wE\nB8nM/irpMOD3wFFh9BK4U9YBDDazv5a108D2yxRKbiWtYmbRWhol/Qy4Pqwr8kHymYOgY7RsaaKR\nY5my/bV4IqMD+DY+iuwiSR+YWRSxtgQtFXlmppagS0ZIou2AV/esQsm12JT0APJE1Aao9z6WpPP1\nr9U0X4C2c16Pu/AD9dUqjYTxVQdJOgKPAAK8kiAoEJ3QW7cKvvhdD68A6Iergt6Pl9Pc36z310qk\nHK8n6et4hUO9PqdYPUGn4MfEvsDl+LGwMJ6VaPUgVJsWwMyex3vC/xiO+f1wtfYfUj/iXpqgCj8b\nnhWL2VucgksLP9cbuxSrvSvjW9RfHM6CXy9akWfwTNWBhe3707n0vDSSZsGz47vj1/S+eALgolat\nTgoZvXlwB31t/Hy9EPi5md0Qycbpkm7FJxIsibeQvQhcY2YvxbCRJ2TlvzSzz3PbVsDHTm1K3GD1\n5XhgZlxh+5zhudLOeeKRY+DVDhPxQMCo3PZrcIGzqErqGfmWigq4EPgZiUaPhXNpd3zM4r/x1ocu\nGfUeUNQDWAn3MS38vBQ+m/7JCLY6IWk2fNLQHrj/8RBevXZTbFupaDvnXbkdOCVkW+qJckUV7Qgn\n/b9i7rMJfIg742/hTvhAYISZvdLUd1UCSe8DS5nZuznl8bqYWZQsSMrxepJ2xVX1JwDv0VVbIZZz\nvgWws5mNkDQMeMjMXpb0Ol4mdmUkO23adEHSAtTGO66LLxAm4oJmpQOGkmbCRb9WCvs8CXdmtwsv\nMUmbhpFuLYGZ/SKVLUk/yv24saR8ELIvLpI0OtX7icwgvGx6Q7zHGGB1vDcySrmlpJXxhfYOeCb2\n8vD4Dbx8uSUd8wwzO0DSlfi5tTCwg5ndHNnGS1TsGElaFM/4rgp8KekP+HXjPLzv/SZgjchmG40x\nXZh4Cv7JRo4FBgAbm9kbhfFwL1FyZOC0qMLjyufP4ZUJxXG008qswF7hOvEsXX2O0llmSQvimeTd\ngbnwY3EWYMsQvC5NXg9A0iG4dtYuob0CSV/FAzkPxbAX9tkfd8i3B17B15NrAPvF+lzNou2cd+VP\n4f9j6jxXSpRL0o14b8nH4XFDzGzrntppAofhJaIvNvuNRGQgNWG+gxPZTDle7wQ8svi7ijN781Cr\nQvmYWjnnw3gLR5s20ZF0Lu6MC2+r+QdwPe6Q/83MxkcydRI+buxmvJRu1WBzB/x+cTQuDLZjJHu9\njUzUq4OuGfuJuGNeSTasaszsAUlL4dVC2az7G3Hl+39HMvMYPtpuNTPLMlQUHJeWoRCsybgRF5y9\nGlcc/xHES5RIWhXYGq/e6MDvVzeaWcwM3ym4E3YgnrE8CP9MjwFLWMQRe5IepzbG9C5JX+Se7otX\nasZqdUg9cqwfUK+6dB58TF0Z8qrwK9G9zsYs+He4Ka4tUYblgH+Gx8Xe79J99KEyZG38uzgY+KuZ\nfSlpn7L77oZDgQGZYw6ugSDpKOBuXNurFJKexQMNVwFrmNlzYftJZfc9PdB2zguY2QxTflWP+Yja\nyVZUgm9ZzOz8Zr+H2GRq48XHFZNyvN7swJ8TlNy+is+KHYP3Wm6HO0pb4BUXbdpUwYq443c/8EiF\n7ULb4gHXO4Ij9gKwmZndCSBpHO3qkIZk99sw1aF/Bf2cTSU44VGF3wrch2fDFpB0OSXFvqYDulNg\n3y38g0jTSySdilenfY7fq/oAPwIGSzrZzI4oayOwNrC1mT0q6Tq8yvBKMzsj0v7zZH3yq+DZ7PyM\n6Ql4wOu6SLaSjhzDs64740FP8GDNDHiVSqlKqIIq/LpTen2odCxO1illtyI2wSsh/1hFq0YD5sKP\nhSLzE2/Sh/B2hvvxtrVeRds5T0i+XNDMdm3iW2nTQypWHE85Xu8ivEen6ijjMFwp9oFg61ZJ++MR\n6spEQdr8/8bMVk9k6uuE/mEzezGIqOWFnl4EFkz0XloWSzt6pzIkLQeMNLNJ4XFDYohlmdnGoWT6\nF3gl0mySrglPt5yTXnFypBOSNsOznwcC5wfVZyTNjCtonyrpgUiicF8DXgMws3GSPqM2jzkqZnY0\nQBj9dWXEKqG65kg0ciwwCLgvOMYz42Kzy+KZ8zVjGAitSi8Am5vZqG5e+iweKIiGpEUAYlZS4BoU\nuwNPShqFt778OeL+63ETMEzSodRaNL+PV5DEGu24OF6qn133rsYD4S133atH2zkHJB0IXGBm48Pj\nhsQSypI0HI+kfljYPhfwFzNbP4adNuWR1A9XdK1acTzleL0jgNsk/ZD62gpRHGczG5p7fK+kpfG5\nmi/HVnJt06YJ9KXzufMFLnqTMQnPxrWZAuE6uw71VZ9jaWBUzT/xYMy48LiD+t9/lMwvgJmNxVuU\nhkjaCHfUvwBulnQ93hdblZhVK7M7PpnnD/mNQaz3rKB6vye1THRZJhUeT4i037qY2UUwuTVuPrqK\nvsZorUg5cgwzGxkqlPbHExZz4M7eOWYWJRhgZhNDEmZKr5uAtzOVImT+sx79OcK2/+Kl3yeWrW40\ns0eBRyUdjOsb7IaL580AbCRprJnFTv7sg4utXkWtVeALPCl0WAwDZvYm3jJ2oqT18c/1CO7X7irp\nwlZutW07585APOIyPjxuREyhrHUpLEACs+K9SG2mH04mjeJ4yvF6RwAbU1PSLArClUY+Z3dJ/Dg3\nM/vCzF4HXo+x/zZtphPyQmYzABuoNjd27ia9p5ZC0orAHXi7TT98DOd8eH/pOOLdd6tmMeCd3OOk\nmNk9wD1BfGknfMF6OC0ysnJKyZE8EQI2q+D39kZciwfMY9AHeFFSdm+dA3g69GlPJpa4LICkJXC9\nmrXo7JhnQnGljwlLO3Iss/MR7pRVyTnA4ZL2yLcZVsSJeKBoMO5cgn9nx+H+QJS2GDP7FB9DeLFc\nlCKzeZKke8ysnt5DT219BuwnH1WYn0b1aTe/VsbecGC4pK/gwaHdgF9JGmlm3VYwTa+0nXM6l9RV\nXV5XKHX7TlBRzOiLjwt5s8r30GaaSaI4bmnH6x0K7GZml1Sw72zW7i3Ad8KmNyRtYxHnuLZpM51Q\n1KQoanD0ijK7ihkK3IpnXD4CVsMDk1fg2bmWIAQfM76Jiw92WtyHTOYaVBikDEJMZwNnS6qi97cq\nukuO5ImRKJkfGNvN82Oo3zfbE5JNQMhxCe6Ib42XmFd+HbJqR44Bk8fNrkr9EbCxRjz2xydFDJD0\nLzr37ccWbN4F2KMgcPispDeBc6lAsyKIRw4Ka80tqGk5xLbzKV7+n4QQuDkXOFc+orCSz5WCtnOe\nnqzUrQMYXuf5z/EZvG2mH5Iqjlua8Xr/oxalrYJT8OvLjsHWr3CnZeUKbbZpk5SUPbK9nBWAvUOv\n9pfALGb2qqRBePAjVp9iSu7HS36Lc6a/Ep5Lks1upZL2xNoDs1Bo5yrwBfWrG6eZhKKyeVbERRa7\n65suhaS+ePn6BtR3lqO2Z0raAk+GzEFXUeWs6jAGHwI3RNrXlJiHrjpDhG3RKinqYT4G7i90L8Q4\nzYQWpcE0Pi4Wj2mvHmb2T1xPoiVpO+cFElxsFsOjma/i0b93cs9NAMZZ+bmJbeJSmeJ4E8frnYkH\ngaq6eK0FbGtmDwNIehTPnverqrSpTZsikobgjtDfKxZGalOOidR6csfhfeej8Cz6os16UyVpNGd6\nXgqZuDbdE1qkqECJ/nBJjb6LfpFtpcaAr1Zs40x8vXw7MJLqs/On4aXZR1Y4gaOTeHMCnsF76Itr\nsf3Dc63Ihbh+yOUkqtrobbSd865UerHJlb21My6tQ5WK480ar7cqsL6kzYHn6CoIVzYQsAAweWyH\nmf1H0udh+2sl992mzdSyOn6Ozhjm/z6Ajxd6xMw+b+Yba9OJp/FS0pfw72iIpPnwGfIjm/nGppVc\nkLUD+D/2zjpMkup6w++yuGuAIEECH8EteNAESUIgWIAf7gQIbru4u2uwRTZoEliCu0sIEFjk4O7J\nollYWOb3x7lN1/T0zM5O3ara7rnv8+yz3be669TMdFfVufec7xsSFPxrDMR9jR/u8sZEFyRtgQtI\nzROevwScaGaXR9j9k7jF2Zhe06rsDZwg6QCai77GSG43BjYys5sj7Ks3zIKL+BWWmFfAfsBNkn4J\nPBLGlsUnJX9d2VHlYy3cUrTI6sy2JiXnXSn1ZCNpfpqr0w5r/o5E2RSpOF6hvd6nFFsq2gFMHhLy\nGt8DUwRHAiCqDV0i0QUz+1Xo8V0avxFfCV+hmEjSP81shUoPMFFjEHX/28F4eeq5eLLean2DNXHA\nAbiidPYcOAp4FLig7INqNSTtBRwJnEVnoazzJE2fvS73BTNbMuchjuvU2ibv62Z7jLaKUXS2jiya\n23Ahv9fG9MK8SNoAr5Jsdn8eTcfBzO4LCvS74GJ64Pdm50RS1K+CEbioZ6KPDOjoSNUGWSS9B6xc\ntAS/pLlwL8CF6Gy30gFgZi2hrtofkDRxGSWx7WSvF1RoG08u2TLPAUBH+pwnyiLcAK0C/BJYF/jM\nzKav9qgS7YqkQ4GTymjjaadrRw1JrwOHNop8SdoSOCxvf7qkw4CLzeytPPsZV5G0Wk/bzeyuCDH2\nxv2mdy2g5aAWI6siPgNwCF7N2KwaIMqiVnANOBoX1dshxJsbr+4528yii7QVjaQV6UGg0szujxhr\nM2AdYMuiqxxCdc3VZvZNw/iEwMYRRQJLJa2cd+VkXDG7sJNN4HS8vHe18P9SeC/aybh4VmLc4VNJ\nj1MviX24oJLYlWkfe71Vqj6ARELSDvj3aiVcAOoB/Dt8FCWqyCa6R9IyuH7HhMBdZhbLV7pSzOzw\nEsOtTPtcO2rMTPPy/4epe2vnYXvgoDCxcSE+iVGo93iZxEi+e8EK+LV+LUlFtMdBc7GyQ5qMRbGH\nC/wR2MHMrpS0FXBCEKg8gggibcG1aXgQwOzR6itvdWaGMgUq98YnMz6U9AZdPxcxHSQuAW6l6881\nRdiWkvNWpYkQ16oUe7IB7ylZ1cw+CauM35vZg8Ha4AxcaTMxbvBLvCR2ZdzqZXxJTxCS9eAt22eq\nstcrsmzLzLorpUskyuQ8XHTzZLxM8MuiAgWLnw3wm5ITzey/wcbqQzNL9phNCOegq/HS72+BvSTt\nb2YnVXtkcSi6NLbNrVlfwX93xzSM/4GMnkkOZsN/P1vjN/BfShoKXBQxIeqCpFmB39H8M5FXw6bW\nKjlGzOz5vLHw9ri/R9hPt1TkiDE79YmhkdRbbi7H21J2zbn/p4GZ8ISy5uA0oMnrYk44lClQGVX9\nfQx093PNSr3FqOVIybnT+Acs9GQTGIj3owF8AvwYV9d8E1AJ8RO9JCiOPwgcE0qAfg7siAt5HED+\nk2fp9noNZVvr0FC2FTNWIlEh6+ETaxsDh0t6Cl85vxd4MFbJXUiS7sSvJXPgPcX/DfFnB7aIEacN\nORD/Xe1iZqPD5PQgoOWT85LOse1szXoocHUox631nC+PVxtulHfnZvY9cDNws6Rpgc1wMeDdJD2J\nr6ZfGbyToxBKzYfhPdPz4WKHc+AJRizxuZqQcXfJXi2ZyZ30laxqXiYf4Cvkb+IuPcvgyuk1t6W8\nzEndqalQ+8AqBCrLqBoK1/Laue8uSdly/YH477Vlq7BSck5lJ5jhuAL468BjwH6SRuH9LYWLXSTG\njtCvunLm30TAP/Cb/LxUYa9XaNlWIjEuYGY/eLhKmgov8d0Q/+5+j5f9xuAUYIiZ7Sfpi8z4zcBf\nIsVoRwT8IXN+OxlXav+RmTWWKbYaZZxj29aa1cz+KmlpvFpt3TD8ArCUmT0VOdZ/8YrFMyQtiq+m\nH4NPEk0eMdSxuA7BoeE8sT6+ejqUeInEPJH202skzUB9UcnM7OOeXt+H/S8LTGdm/8iMbQEcjlve\nXQ/s1th3nIO78eqGp/BJtVNDFcySRBDSzbg2AfyEHnrB8QmCPLSrQGVtdX5RXCgwWxU3CniD8rzq\no5OS84CkiYHVgXvM7IuGbVPiCdntEYXBjqLuo3kIfrP4APAfvGwrMY4g6V1gEuorbscDz8TSJKjI\nXq/osq1EYpxA0nR4z/nK4d8CuJrsAxHD1KppGnkXL19MNGdS3EISADMbJelrPCFq9eS88HNsu1uz\nmtm/8BXtUpA0AZ7cCpiS+C0BPwM2CY+/AyYxsy8lHQLcgDsU5MLMXs27j94iaTLgTLwyqPYZHC3p\nMjxZjiUGdgh+7/WPEHch4CK8KuUF3G7vPeCwSPF2IPw8Zna2pP/gifIw4PxIMWoU2gteW3wMvd+F\nCVRK+i8wb2jVHUEPtsBmlntysrY6H36uq8sQbS6TlJzX2RH4XTO1RzP7PJSozY/7XOfGzG7LPH4F\nmC+UVo0oWIguMfZ8jJegzRT+zYgn64WoUJZkr1d02VYiUTmSnsVviEcA9+MrBPcV0FP6DX4z38i8\ndF7NTHRlO0nZVY/xga0kfVIbMLMzyj+s3JR6jpW0ObBT2P+yZvampD2B18zshtjxiiJrtdkTMW04\nw2r5NsCm+MTQMOA3wO2xYgS+on5dfx9vc3guPG9F54hT8InPtenYGGFXAAAgAElEQVRsd3cGXgWz\nc6Q4iwIHZ55vDDxmZtsDSHobX0U/LEaw0PLwfeb5VcBVMfbdhFJ6wc3scEnjBz/1uYG/mNkXkn4M\nfB5Bj2VP6q26e+TcV68xs0slTR0U4ttG7yUl53X+D/fU7I7T8Nm7KMl5M0JpVWIcw8wWDWJPNZ/k\nY3DxnafxSosothpjstcjrppmoWVbkq4BdjSzEXn3lUjk4Dw8GR9ecJxhwCGSar2wHZJmx6tsWra0\nrgTewlWzs3wAbJ553oHf7LcahZ5js0jaGTgCv08ZTP1aMQK/UW6Z5BwXGetpgSJKz7SkafD7vq3x\n5O85vKLxcjP7T55998CjePL6At7ycnJYBV4vbGs11gc2MLN7M2M3SxoJXEO85Hwa4MPM85WAWzLP\n/4kL/EUj3PMtBfyIhsqUGPZcZfeCS/oJ3joxO96WeQeeTO8fnu+UZ/9mdmmzx0XTrnovKTmvMw8+\nq90dz5Czlyd8GbcKK/E9XpwjqsInIhD8Y4dJegg/Ya6Dl6ctjd8MxaBMe72iy7ZmBZ6TtL2Z3RRh\nf4nEWGNmZ8MPnqdzAq829vZFYm/gOrw0cRLcyWEm4BHinR/aDjObo+pjKJAyS2N3A7Y3s+slHZAZ\nf4LWE9fL2nAOwJPY7YhfYv4+3m5wNbCTmf0z8v6bsRf1HvZDw+Oa+nxupfYKmJTOSXONj8K2WHyI\nn7/fDufyxfHfX40paHBWyoOktXEdgMnxtpvsZFEHcey5yu4FPx0/HyyCt8/W+HvkOJ2QNAD/Tk+C\n99bHXrA5lTbUe0nJeZ3xgRnwmfxmzED+39dn1L/kLSvx39+QtB71ftX58Vm5B/Eb8piWYaXY6wWh\nkUHAxcA7UEjZ1vL4hMK1kv4C7FGkjVUi0QxJkwBnAVuGoXmB1ySdCbxrZrHalD4DfiVpBXzFY3Lg\nSTO7M8b+E61HyaWxc+Ir9I18Q13bpiVotOGUNBp41MxiC+XuAFxrZiPH+MpIZH+G0Puba7VyHOAR\n3AVji1rPbzjnHhq2xeJm4DhJ++PigP+js2bIwkDMXvuT8fujQRH75jtRVi94hl8AywVdj+z4G8As\nMQKEaoPT8cmTR/F75JvxSUmAjyStHrmtbEn8u9xIS+u9pOS8znO4n/W/utm+OvXeoD6RVYVvYwuK\nduQ8vF/1z3iJ7LMFxSnFXs/MvpO0H3Fmf7uL0QGcKOlGvKTz2ZAQfdfwulYsV020DsfhKwUr01kN\n+U68PzFqm1LGdjHRDwkllsPN7PsGD/IuRL5BfR0vzW5Udl4TL6FONNCsNFnS1cCfzKzZanBuJL0G\n/LyxbD4kNU+a2VxFxC2Q3XGl7Hck1SpPFwG+BtaIGOdgvBXkPlyVe0szG5XZvg1x9QFmAc4oKjHP\nUobtWGA8mreCzEr9vjMvJ+GLTJfiOgS34pUBy+ALkyfg9pJrR4oHbar3kpLzOhcDp0h6LmvXAD+U\nuAwmYtmRpDmB8c3s5YbxeYBvzeyNWLES+TCzH5UUqkx7vbvwvq03Iu+3E2b2oqSL8AmOPemcnLdq\nL2midVgXt+p6VFK2NPE5XDwmN5LGw/2R18N73jrw7/B1eP9qEvjsPzyNr9Z8RN2DvDu/6ZgaIqcA\nZwfXmQHAUpI2wX3kt4sYp935Nf47K4o5aP53n4hIq5c1gr3ZCXibXLO+6QmbvW9sMLPh4Z71/3DR\nXIArgaExKxLM7BNgxWCH+WUTe8AN6WyllZfb8BXZUmyNgxbFRjQXAl48Upjbcf2J2ipzh6TJcSG9\nmyPFWAvY1MzukzQEeBuvBn0cIFQ+xBQ2hjbVe0nJecDM/ixpRbyv+EV8xRL8hDMvcI2Z/TliyCF4\nn8fLDeNL4xfTlSPGSkQi3Pw0njxjqcaWaa93C14mthBeLdKppCqGMrykGYELcQGcbcsUCUkkAjPQ\n3JJrMnoWneoVoZ9uGH5T/2/gWTw5+hl+jl+Pukdzov2Zk/pqzZxlBTWzC4MI11F4r+9fcGup3UM5\nfavT0hNckn6XebqGpGxb40A8gX4jctghBPVqvL++kN9hWF0uxSc7tA81G88tptzwN7oJr/ybHz+n\nd+pnj+mcE5ygjsb/XuvglYZz4/acZ8eKg5eY3ybpeWBi/BwxD16luUlPbxwLZgReAjCzd4Mt5tuZ\n7W/h1+SYtKXeS0rOM5jZZpKG4XYa8+I3WQYcambXRA63GM17ch7FeyQT4wjBy/N4fGZzuiYvibIC\nUrK93jnh/2bVIDGUcDfGP8dPA4uYWXdaDolEkTyBWyKdGZ7XvkfbEacncivcxWE1M7snu0HSqsD1\noR+zsBaSVidoYGwK3FZUOXFZWN13vNPjkmIPBYZKmhSY3Mxa0ie+iVjuxMB5khonkIsQzf0EaFyV\njcH14f8OvOQ3y7d4Yr535JgrAiuaWTMtgj4TkthbzOzbhoS2C5HtX4vm+iZjhzQZi1318kdgBzO7\nUtJWwAlm9pqkI3ArxiiY2TuSFsEXehbBdVEuIm6Vw3h0/v6MpquYXlQyei/LU/+5Wl7vJSXnDYQk\nPHYi3owOmvdJTEXcL34iPyfgapM7A5cDu+AlaDsCB/TwvtwUZa9nZuON+VW5uAg4wMzOHOMrE4ni\nGATcElZAxgd2D4+Xw9s68rIJcExjYg5gZndLOg4v+UzJeTcEDYzz8GqDtiEIeX5gZpc0jG8DzGBm\nx0eMtYmZXQk/rGT+L7PtRDPbN1asEmhcHb2irMBm1qnaQdKcZvZ6hP2OF/b3Ot5z/kneffaCdyhm\ntfx66q0bzRLaGrGT2EIp4Z6oO2anbpk2EleeB7/XfBTYNUYQSVOGKs+h4V9220/DglAMtpNUazEY\nH9hKUu3zPkU37+kzkmY1s3fM7CHgoYZty5hZK1oUpuS8Qu4HDgwX1dEAkgbi/U5JUGjcYm1gCzO7\nV9IlwANm9oqkN/Eb76E9v713hBX6A+i+R6yVxGIWbdRTSCTKJrgdLIp/r57FhT2fBJaNJOy4MLBf\nD9tvAf4UIU678zjNBc1amR1p3o70HK7aHi05B86V9KmZZb2fkXQqsDHQMsl51WK5kibC/bu3w1ef\no90nNyb/BbMncGywM30n1k6zSWyFCW078QG+Qv4mXva9DN4iNSfN9Sr6yk2SflVT1a8hl26/CxeG\ny8tbwPaZ5x8Amzd5TUxul7RC40JWWEm/CZg6crxSSMl5deyPJ+gmqWYJ8Qt8NX3Vyo4q0YxpqQuD\nfE691OhB4NyIcS7EV/Mup8AesRphMmAlmouQ5BJqqyXmobS3i1CWmd2fZ/+JRG8xs1fpfMMQk2lp\n7vNb40NgmoJitxPn4IKss9FcAyOmsnlZ1FYXG/kYmDlyrP8DrpT02+AYQHDHWI/OvuGJbpC0OLAt\nXg3zP3xV+MgC4hR23ZX0MZ3vG6YE3pT0OV37pnML3UraArjazL5pGJ8Q2LjV2nkkLQtMlxWFDj/j\n4bhOyfXAbo0/b07uBn6HWyFeApwaBOKWxBXqY/El8DdJvzOz7wAk/SzEj1ItbGZzxNjPWPIonqCv\nYmZfAAT9sBtxR5aWJCXnFWFmzwerlV3xPomReOnjWUWVMif6zGv4LOZbwIt47/nj+Ir6pxHjrAX8\nJpTnFIqkxXCFzknxi85/genxm5KPiKCiHkpVdwBG4CIhA/By4l0knWNmu+WNkUhUzEAa7AEbGE26\nzvaGmmhZ9rxTUzpvqfLYDG8Dy+MTklmWx8XaomFmN0n6Iy5o+ys8yVwHWMXMXooZq50IFmab4avk\ncwB/x0tvVzCz5wuIV/R1t9A2uyZcgttlNU5CTRG2tVRyjveY34uL8RIEcy/CxdpewCtQ3iNu0rcD\noUrSzM6W9B/8PmkYcH7EOOvhFqJDgybQAviK+VAzi+ZEVQHb4YJwN0pag/rv7iAzO73SI8tBummo\nEDN7D++JTIzbXIJPoNyH+yLfKGlXYAIi2uvhSWxZEzOn4jOLO+E9fsvgM+tXALlPaJJ+D2yN+49e\nWhO0y9hOnSvpjhYTjEm0CJK+Z8yVJx1mlvcaOAAYIqm7lZSJcu6/v1BmuW9ZXACcJmkCfHUKvGXp\nBODk2MHM7C8h2XwIX51fKWIfadsh6UrcZeE+4FjgBjP7WtJmBYYt9LprZhfl3cdYUps8a2RWumoH\ntAKL4p7qNTYGHjOz7QEkvY2voh8WK6CZfQ98n3l+FfXJymiY2UhJv8EnH67BWzYuazE9ii6Y2fdh\nsuEm/Dy7MHCgmbW0sHZKziskXEi3pS6E8xxwcXd2EYlqMLNTM4/vDKVAiwOvRC63PBg4QtKWQdSn\nSBYFdgwnttHAREEhdD9cTTZvOdXWwClmNiQ7GC5EF4c+p22J73mZSAD8vodty+J94DH6JXtjD9hq\nq0elU7ayeUmciLt7nEO9fPlr4HgzOzbvziWd0s2mj3FdhT/6aRZafGWsKDbEJ0nOMLN3S4pZ9HX3\nB4JqfzM6gG/Ctbiv+34q7KcDuEtStnpoID7Zdmtf918h09C5TWklXDekxj+B2WIHDbnAUjTXGurz\n9UNSo+j097gOxh24B/iRtddYPEvgwglVx40cBlyJT3TdX3tNi7ZEpeS8hqSLe/M6M9smUrwlgdvw\ncvbHw/BewGBJq5vZkzHiJOJjZm8Q35MU3EplbuBDSW/QtUds8YixvqU+W/sR3v/2Aj7bHePiszju\nudsdf8MvDolEdMzshsaxMCF0HN6OMpTmNjljG6dS8ap2IyjpN+vFbblJvFAttL+kI/EJ+JHAyxH7\nVRfrZvwVvNe4tr2lPcILZC28ssskPYZrvRR9TSr6upvlS3r424d7jCHAUTb2Vq01lfZF8fvYLzPb\nRuH3R614ff8Qn1h4O/TNLw4cmtk+BQ33ZXmRVLseTY5rGjVaj+WZ3P2U5p+BAXj1xo60ZuvQ09Tb\nnmrUnu+Itwq04s/1Ayk5r7MVrpb4FHEVErvjVHzVcPuMOMP4uCjYaXjJSaJCKhAH6cmWJDZPAT8H\nXsbL+o6QND2urDk8wv6nx61cuuMdmnvGJxJRkfRj/Du7JX4juaiZxfiMJyIhaS6833chOt901W4s\nW/IGC8DMvpT0fngcTUjKzJLQWw7M7A7gDknT4Ne93fEqh/GA5SW9YmajIoct+rqbZWvgaHzSobYA\ntFSIdTS+SrsPnkyPlXOAmR0OPyT4VzcqgLcwNwPHSdofWBfXAnggs31h4NXIMU8GLgYGFVAx2a7n\niHZsg+pESs7rnIurdM6J9xhfUbAw25JkEnP4we/1BOCJAuMmek9p4iDBRu8e4Bkziyky1x2DqHtO\nDsZnZ8/FbxpiVIdMSM8zzN/RsDqWSMRE0lT453w3fKZ9NTN7oOd3JSridFw4bbXw/1L45N3JeALR\ncgR9jYPwiqjJw9gX+M90dJ6y4iaxpgIGNrETmhb4rpVKVsvGzEbgQmxnSFoCb7c6AThJ0k1mtmnE\ncEVfd7NsAuwTephr/F3Sv4FtzexXwQ52f/po62dmvWnraSUOxqv67sOrAbZsmKDZBrg9csxZ8NaK\n6K2MZnZf7H32RFhgHJidhJQ0I75KPxkwrOYmkYc2bYPqRErOA2a2i6S9cEXDbXB/yJvwZOz2PpT9\njInP8ZKmFxvGZwO+iBwr0TdKEwcxs9GSbsfLHwtPzs3siczjj4A1CwhzpKTuLjjd9cMlErkJPZz7\n4z6rmzQrc0+MUywLrGpmnwQxv++DR/2BeOLUXQn3uMzReKJ3AC7SBrACfr2YGE/OYnEVcANwXsP4\nRrhN068jxmpbzOxfwL/CveAGREyYJQ3AS9mHh1hFXXdrrIhPTDbyL3ylFjwJPaevAcKiwp7456xZ\nO8q0zd43rmJmnwArhsmuL81sdMNLNqRzCX8MbsMX614b0wvzIGlr/Ge6tmF8Q2DSSBMtF+CVGDuG\nfU+B9+lPjNsD7ylpHTO7OUIsQowDgQ/M7JKG8W2AGcysTxNPVZOS8wxhtudK3C/0J3ip+znA+JIW\nMLOYX8qrgYsk7QM8HMaWx0VkrowYJ9F3yhYHGQ7MRVfrncKQ9CNA4emLZvZxpF3fn9lvT69JJIrg\nOLzH9xVgS0lbNnuRma1X6lElumMg9UnpT4AfA4a3mo3pPDKusiWwXUO//DOS3sXvK2Im50sDezQZ\nvxefJEg0EJLlOYF3m7QbdOD3ZX+JGHIAfj5aAF8pL5p38XvYxs/ZVmEbwLS4S0xfORS3sjoZ15g5\nGrekWxc4Isd+K6U7UeaCqmlvAk4MehvP0lVrKJbexoH436qRj4A/0ztx0zGxPG4PXWML/Nw+j5l9\nJul4vOI0WnKOTwT8ocn4c/ikZUrO24yaFc8Aiul324e62EPt7/AtXuJUtldlojlli4MchJfSHYzP\nbn+V3RizNDHMaJ6DVwPUPt+jJV0N7JLXMcDMVs53hIlELi4jCWG1EsNxu8rXgceA/SSNwoV9Cl1R\nKpBp6VoZRxiLvaI4Ec3bhCYAJokcq13YBL/XWqLJtg5cA+F06qvMuQgK7S/j7RplJOf7AtdIWhNf\nSADvd18QX+kGt3K7LkeM/8PbM2+SdBhwpZm9KumZsO+8vu39gQvC/80ESmMKms0OvNVk/M2wLQaz\n0PmzvRrw18z95KW4FkJMZsInGBr5GJg5cqzSSMl5BkkTUS9rXwHvNd4VuDVmfxhA6GPZPZRkzB2G\nXy3BQivRe8oWB6nNJg6jc2JRhOrkhXip6G+BR8LYsvjNyPl40p5ItCRmtlXVx5AYK47CexLBb1L/\ngZ9r/0PzVZFW4N/4/cOfGsZ3Ddti8jg+kdFYxrwTPtGb6MoOwAlm1mWC3cxGhVW+HYmUnAcOwFdJ\ndy5alNLMrg+rsTtSrz65G9jIzF4Nrzk7Z5iZ8NVe8HLvqcLjfwBH5tx3v8DMYlh69oaP8HvWNxrG\nF8HPszH4ms6Tgcvgk0TZ7ZNHilXjbXzFvrHidHlcE6olScl5QFJtFfFt/GS8Seg/KZSQjD8bvAZX\nl2Rm9kLRcRO9omxxkDKVNX8LrNEgznGbpO1pTX/SRCLRopjZbZnHrwDzBTGzEQXovZTFfsBNkn5J\n5wnQ2YjfA34QcKekRYC7wthq+Erp6pFjtQvzUdcCaMajuKtOTC7D9Vb+HSpDRmY3xu7RDt+lfcf4\nwr7zDr46+Ra+ULE68CT+uYvmTNCuSJoAv9/aycyKrqa4Ehc9/IJ6S+FK+ILMVd2+a+x4GncDOFDS\nL4AZ8QmhGnMTP2G+ADgt/C5rsVbDRR1PjhyrNFJyXmcn/ATzGv6BXcltcTsTq0dR0jXA/WZ2lqRJ\ncIX2OYABkjY2s1b0iGwryhYHKVlZ8z+4t2ojn5GvBy2RSCRyU7BbSuGY2X2S5gV2wRNB8Mnec8ws\n6g2qmT0UrD/3xUuWRwLP4KrcZZRQtyJTUq/WaMak1JXVY9FMF6AwwqLPkrhtWqcVWjOL0U//dzwR\negw4E7hC0rZ4mXTsiY22w8y+lbRwSeEOxnOMu3C3HPDPxGW4i0AMjgBukbQRPmkzxMzez2z/PT1P\niPWFE/FWkXOot/Z8DRxvZsdGjlUaKTmvU3aP4orUhVp+j5cuT42LyBwEpOR8HKFMcZAw27gjLgy3\noZm9K2lz4PUYFhQZjgJOkbS5mX0QYs+En+hSOVoikSgUSX/r7WtbVbgvJOExhd96ivU03gOc6B2v\n4EJ63ZWXL0tkT+syrcck/RoXtJsSb8nL3t92EEHszswOyDy+WtJb+O/tZTO7Me/++wlXUHd1KIxQ\n9fmHoGm0CD6B92xMW7IwIbkEXkHxAXBtw0uexltwohEqq/aXdCTudjQS//y1dOVGSs4DFfQoTgXU\nkrs1cdGE/wX7thNLPpbEOICk9YHLgaG4+NxEYVPNrzlXKaSkp+h8gZ4HeCtcUMFnu78BZsD7znMR\nPC8HAReb2Tt595dIJNqK7KTnAHyS+jO8igxcqGtqfLW55QhCXF/WJlUl7QJsDzyPi27mqlCSNGVN\nJDSskHZL8jlvyjXA0ZLub6wuCBUPRwJnxQ4a7Md+jycS4J+HG8zsu+7f1SdOxRO/A82sFHteM3uE\negtHoneMD2wT2l+aCQHvFTOYmb0EvBRznw37fwFo2pprZn8uMO6X1IUPW56UnFfH28Cykv6LJ+c1\nAa5p8JKMRP/jILz36DJJWUG2h8K2vFwfYR+9xsy+k7QvXpWSSCQSP2BmP6j2BvGta/Dz3+gwNhAv\nVWzVxPJEYH8ASQsBp+A9kKuEx3lVi0dImjn4ZX9K88q/IsRE24WTcO2V4ZKGUVfWnw/3hn8qvCYa\nkhbABV9nwq0CwT8jH0taO7JI3KzAKUUn5pLmwT/TzUrnW9ZOrUQWxPv0AeZt2JarmlfSKcDBZvZV\neNwtMSYBJP2uN6/Law8Xqq62MrPPx1SB1apVVyk5r47T8BXSL3Erg3vD+IrU1S8T/QvR3Pv7M3wF\nKRdmdnjeffSBu3ENhzcqiJ1IJFqDbYAVsroeZjY63FA+TLGiVkUxJ74qCrA+cKOZDZK0OHF8flel\nXn1XpphoW2BmX0taGa/u2hR36hmA6w4dDxxrZrEXSi7E/ZeXrFVOSJoGGIJ7TS8XMdadeAVeYVaE\nQUD2XOATvIy5sXQ+JedjwMyK/O4uhtspgn8Wukv2Y7X09mYBKMZk4WfUjzmX7e+4SkrOK8LMzpH0\nOK7cekfGqu014qySJlqPD4Cf0jWRXYFiL7CT03XGO9Zq1S24Hd1CNC/ZyjWDmkgk2oLx8RVLaxif\nj4ZzUwsxChcVA/gl9Qqi/+J9wLmoCYiG9qGVSO1DY01Ivg8BDpE0HjCgifBrTBYlk5iHYxghaTDx\nS3KvB06SNB++4NPJMs7MYkwQHQQMNrPjI+yrXyPpp7ia+f1mNlLSgLxOFdnE38xWznmIvYlXyrm6\nVnUlaQBwKPCxmY3s+V2tRUrOK8TMniD014USvoWAh/P2oiValguA0yVtg88K/jgo8J5EZJE2SXPi\n/XQrAxNnNsUugzwn/N+sZCqVWyYSCYBLgIskzU1dMGhpXCTpksqOKh8P4qKbDwFLUfdrnxe3oIpC\nah+KQ2aBBEmz4m0HW5vZXBHDvITbSz3XMP4jXKAuJheF/5utXse69k5DV9GvxFggaTq8pWcV/O8y\nD74Yc5GkEWa2d4QYE+BCaYtGbp2omgH492YBoK1cKVJyXhGSTsOVEi8Kifl9eEnT/yT91szurfQA\nE1VwHL5KdBe+4nI/LtB2kpmdGTnWFfiJbRvgQwpyKihrJjWRSLQ0++CVQ3vjFjwA7+N9263qVbsr\nPjm5AbCzmb0bxtfCvY1jktqHchISmHXxa+Iv8SqOyyPsN1slcSDuNX0Y7qMOsAy+er9/3lgNTDDm\nl+TmWlyZ+7wSYrUrp+JVDbPTWUjtalybIndyHizb3qLNFkPM7HtJL+NWaik5T0RhAzxBAlgb70+b\nD9gct1hbvqLjSlREKGE6WtKJeHn75MDzQYUyNosAS5hZYxlpIpFIlEYoTZwVONPMTqglM62uMG5m\nb+GCY43jexYQLrUP9RFJCwLb4TZ0nwM/AX5tZrdHCtEo1jcAXyntyDwHuJGIyVPB5fk1XgGOlLQM\nzUvnzyjhGFqd1YE1zOwdSdnxl/HPYiyOBo4J9rnRbYAr5ADgREk7t1NVQErOq2N6fKUA3CLrWjN7\nSdLFwO7VHVaiKmp/+6Cu+nxmfDL8xnWbiOH+iesdFJachx6+rXChnTnwm5HXgeuAy/P2UyUSibag\nU2liqyflNYLw27dm9mx4vg5eKv08cFjwHY5Fah8aSyTtiPtLz4WvAK+Liw+OImLbASWK9Un6I649\n8HV43C1mdk5P23vJDrio8UrhX5YOICXnY2Yy3Ie+kWnxyslY7Iov+rwn6U26TuAtHjFWmVyGV5r+\nW9IovHz/B8xs2kqOKicpOa+OD4H5Jb2PW6ntHMYnBcqY8UyMe2yJzwI2Wp9MAmyBl9vFYjvgPEmz\nAMPpOuP9TJ6dh9WwYfjE07/xWfUBuLfrEDxhXzdPjEQi0fq0cWni+Xir0rOS5gKuAv4ObIhf5/eI\nFSi1D/WJs3FV9kOzHuMNq5e5qQn3lcSBeDn01+Fxd3RQn9DpM2Y2Z959JHgAv787ODzvCAsb+wH3\nRIxTqpVuiUQ7j45LpOS8Oi7BS5vex0+Ud4bxpan7bSb6AaGMc0D4N4WkrH3LQDzB/Shy2BlwZdCs\n2FIH8QThtsJtAVczs04XGEmrAtdL2sLMkohRIpFox9LEeYGnw+MNcRXmTSUtjyfqbXlT2UIcj0+I\nry/pCuAKM3ujyICSVuxpu5k1s1LtNWY2W7PHRRB69F8EfmtmL4zp9Ylu2Q+4S9KSwITACXgV0bRE\nbG+twkpX0oS42GGjG9BbsWKY2aWx9jUukZLzijCzwyQNx0uLrzWzWvnKaODY6o4sUQG1nrQOXM21\nkQ7cLiImFwNPAZtQjCDcJsAxjYk5gJndLek4vMcvJeeJRKIdSxMHUL8p/SXwj/D4bbytLTdhovMs\nYJnGdgBJU+Fl2nuZ2W0x4rUTZjZY0sG4QN82wEGS/oX/3Sbt8c19594mY9lrb2HtB2E1dqJYllNB\nZGziMb8y0RNmNlzSvHjZ+Re41tDfgLPN7P28+5c0DbAZcGk354gt8ImpaC5RkubB7zGXa9gUzQ1I\n0o/xNp4juvm5DgJOywhxthQpOa8QM7uuyfAN+Bcp0X9YBT9p3Q2sj/vg1hgFvGlm70WO+RPgd2YW\n276lxsL4jHB33AL8qaDYiUSitWjHVeQn8ITvTrwft9a6Nic+IRqDPYALmvXpm9lnks4HdgNSct6E\nYJ92E3CTpBnwRGVq4GFJ9wLXmdmfI4acpuH5BMBiuFXq4BgBJP0amM7MLs+M7Y9P8E8g6Q5gUzP7\nNEK4s4H9JW2XbQ1I9B5JswNvm9nRzbZFWGXeFVi4meNPOEf8AnfIGJQzTpYhwHe4IGatOjg2ewFT\n9nDumwJv7di1gNiFk5LzcQRJq+HiJL/HxSHOqvaIEmVR64IVB5oAACAASURBVEkL3uNvZ/1WC+Ru\nXLG9qOR8Wnq+Af2QrjcqiUSiH9KmpYl7AENxbY2jMxOhG+Ar2jFYhJ4tuG7HbeoSY8DMPsZt+06W\ntCx+P3YiEC05N7PPmgzfEapFTgGWiBBmH3zlFYCgpH4M7nf+Aj4RcBBxPhc/B1YDVpf0LF1FxtaL\nEKPdeR1Pjju1Lgb/89fJv8q8Pj3bsZ2Pf+5jJueL4m5ARbborgns1MP2y4ALCoxfKCk5rxBJs+Hq\nrVvjHodX4cn5XVUeV6IazOxNSVNLWormfToxS8BvBE4N1jvNLFDyWu8MxGdOu2M06fyTSCQaCKWy\nE2bHWlHBPYhqLtRk077EE32dkYZzdwPf4foiibHAzB4BHpFUVnXXh0AsJboF6ZyMbQjcWes5lvQV\n7q0dIzn/FPhrhP30Z2ql3o1Mjgv75WVuehbafBl3LIjJ80Rq3emBOYGeqgrewV2CWpJ0c1wyQURj\nXVwt+xfArfjF+kp8dv35Ht6eaGMkrY2vtEyO+61mT9gdxO3PPi/8f0iTbTF6ggYAQyR1ZwUyUc79\nJxKJNiHYRR4PbISrtjfSFlZgobd0W7x8euYIu3wXT8a6q4BaGC8rTfQBM2tmcdVnJC3cMDQA/xwc\nQF08MC9TAJ9knq9A5wR6ODBLjEBmtnWM/fRHJJ0SHnbgXvHZz9pAXBw6xmdiNPBjuk9kfwzErtbc\nHzhB0iCaL/7EmGwdiSff3f1cc9CgXdJKpOS8fN7FFS6vADauiTBIurLSo0qMC5yMi2gMin1T0EgJ\n1ju9KVNNYnCJRAJcoXgVvC/7cmAXPIHYEU9cWhZJkwJ/wEXHlsV70U/p8U2952b8xv5WM+u0yiZp\nEuBw6kJ0iep5mrorSpZHiWeV+h4wH/B2mPRalM4r6dPS3Fe7T0gaH1gZX6H9i5l9EcS6PjezL2PF\naUMWC/8PwCtsRmW2jcItaE+KEOcpfEHw0W62/z68JiY196nGKuBognDAY8DmQHcOB1sAj0eIUwkp\nOS+f8akrcyc/80SWWYAzik7MyyDNqCcSibFgbWALM7tX0iXAA2b2iqQ3cVeHodUe3tgTen23w8uK\n3wJ+BqxiZg9EDHMUsB7wkqSzAAvj8+ETHAOBLkJTicpo9AX/Hvi4cWIlJ9cBp0k6CvgN3sv8SGb7\nEtQ/J7mQ9BO8+nN2vBruDlxxfP/wvKee4H6Nma0CEM53uxfYunMWcJWkd4BzzWx0iDsQ+COwJ7Bp\n5JirRN5fM07C9Ro+A040sw8BJM2IixFvBaxewnEUQkrOy+fHuEDDtsDpkm7BV9GLUDNMtBa3AUsC\nr5URLMyqr4RfWBt7PM8o4xgSiUQCX82rnfc+D88BHgTOreSI+oikvfFV0KnwdrUVzezfkr4F/hMz\nlpl9KGk5/Hd0LPUV2Q78erJL7aY1UT1m9mYJYY7ALXrPx3vZN6slZIHN8YqLGJyOV4IsQufP9t9p\nYTGuMil6IcPM/irpBOAM4GhJtfPsXHgL5YndOEfliXlfzP11E+MeSbvgn8E9JdVaQafCy+h3M7O7\niz6OokjJecmEGdKhwFBJc+NicGfgf4vBkoYAdzecTBP9g5uAEyXNTzEibT8gaTH8Aj0pMBlu3zY9\nXu72Ef6ZTCQSiTJ4jbrAz4t47/nj+Ip6DMunMjk+/DukjOt4SPh+HfyMf4on6C/H9C1uZyTdBFwE\nDCvKDiyov09nZv/IjG2Btx1MBlyPJxPdabT0GjP7ih5WQs1spbwxMvwCWM7MRkmd9OzeIFJfe7sT\nFkkOwFXvmwkB5xZrM7PBkm7Aq5Bq54j78DaEQkq/JU2NL0L+LAw9B1zcjWNBnzCz8yX9A79e1H6u\nl3ALxHdixamClJxXiJm9ivugHgKsgX+Q/4GXBRWtdJgY96jNNBcl0pblVFyxfSfgM2AZfDLgCnwm\nMpFIJMriEnz17T7gOOBGSbviPtB7VXlgfeBgfNJ986Alc7mZDS86aEjG/1l0nDbkffzz942kocBF\nBfy9DgHuJfT/B5eUi3A/6BdwUeD3gMMixy2a8Wh+XzIrfh+bGDMX4hWMl1OcJzghCS+lB1vSknjl\nzshMzL3wBcjVzezJWLHM7F38fratGNDRkaqpxyUkzQBsbmaxBGMSiS5I+hRY2swsPF7WzF6QtDRw\nqZnNV/EhJhKJfoqkOYDFgVeCJVnLIWklvLx9A1xNfQFgJTN7qNIDS3QhiOdtCGyJi5s9iSfPV8ZY\n6ZP0PrC2mT0Rnh+NfxZWCM83BA43s/nzxioTSVcDn5nZDpK+wN0BPgZuAN5K2jNjJtx//aadzguS\nHsDPedvXqlGCcOCFwFxmtmKVx9cKpJXzcQwz+5h4Sq6JRHd8S90+4yO87/wFfBV9tqoOKpFIJMzs\nDbw0tmUJfZf3hQqATfFE/T5Jj+Nll+k6P45gZiNx95DLgsjZdvhq3MmS/o4LteZZdZwG7/+usRJw\nS+b5P2nN6+7ewG2SngcmBv4CzINbuW1S5YG1ECPwtsJ2YkkyiTmAmX0Xet+fqO6wWoeUnCcSFSPp\nT715XWSRtqeAnwMv46WkR0iaHheLKbwEM5FIJMrsxa0KM/sCF+c6P5Qzb4v3mKbkfBxD0s/wSZTN\ncWHCK/De6fslnWBmzVrOesOHuKbC25ImxKtCDs1sn4IGjZlWwMzekbQIbhW4CC4wdhEwNEx4JMbM\nwfj915bt4NQT+Bxf8HmxYXw2UrtDr0jJeSJRPXv24jUdxBVpG4TfEAAMxlcNzsWT9Vh+q4lEItET\n7dqL2xQzexbYQ9K+VR9LwpE0Jb7KuzW+4ncnsCtwg5l9G16zGq5A3tfk/GbgOEn7457T/wOylnoL\nA6/2cd+VIWlF4GEzG0rG7lDS+JJWNLPuPKgTdfbGPeI/lPQGXYWAF6/gmPJyNXCRpH2Ah8PY8sCJ\nuINFYgyk5DyRqBgza/Q+LSPmE5nHHwFrln0MiUSi37MovnJUY2PgMTPbHkDS2/gq+mHlH1px1JK+\nmEiaB/cXbqb4fETseG3EB3if9BBgIzN7q8lrniCfN/jBwN/wKrUvgS3NbFRm+zbA7Tn235Sge9Cd\nCvgOEULcA8yMt8ZlmSpsiyli265cX/UBFMA++ILSZdTzzG/xBaADqjqoViIl5xURFNpPaixjCcIk\n+6aLaSKRSCTanHbtxS0VSdvjN76f4MlmVum3A/e+TjRnfeBWM+tWHTmIwv28rwHM7BNgRUlTAV82\nsdjbEE/aoyFpMHAk3sJWlAr4gG72Ox3wVQHx2g4zO7ysWJI2wG3HZgcmbDiOaCv0YeJpd0kH4lUB\nAK8WUbYvaSBefdrdzzVt7JhlkJLz6jgUOA8vb8oyadiWLqaJqEh6il5eoFu0lCqRSLQWbdmLWwEH\nAYPN7PiqD6TVMLNbxvyqaLGaKr+bWRGCYLsA25jZkNg7lvS38LADGCIpqwkxEC/Tf7jLGxOVEbSN\njsYrRNbB7QPnxiedzi4iZkjGny1i3xkOxQUcTwaOwn/GOfD2kZbNo1JyXh3dzTguQvspNybGDbLl\nUxMDfwSeBx4JY8vgdj/nlHxciUSif9KWvbgVMA1wbdUH0SoEq6feTlS3qu3TxHT+LsWkNskwABf4\nyoq/jQIeBS4oKHZbIGkEvfgMRlz5/SOwg5ldKWkr4AQze03SEUDuGGHCZisz+zwzedMUM1svb7wM\n/4crw98k6TDc/vBVSc/g97QxtZpKIyXnJZP5QnYAL0nKfjkH4mqX51VxbIn2Jls+JelC3B4m2++J\npMNJZaSJRKIcKunFLQNJo4GZg6ZHdnw64CMzi9mPey2wOuneobc8mnk8AS4G92ZmfGl89e3icg8r\nKhfjKurHxN5xzb88CJidZGaphH3s2aPkeLNTr2YYSV0Q+HL8c79rzv1/Rn2y4XOKaaNoxkzUV+e/\nxPUOwEVGjyzpGKKTkvPy2QOfbbwYL8fIljmNAt4ws0eavTGRiMiGuDJtI1fg4jdJsT2RSBRKFb24\nJTKgm/GJ8Gt9LhosOF8BjpS0DH6j2qj43JKrR0VhZj+o5Us6G7jAzPbJviZ4Mk/R+N4WYjxg36A0\n/wxdPxP75Q1QZr90u2Fml5Yc8gN8hfxN4C18VfnfeFtRd+eqXlObsAmPt8q7v7HgHVyU8C28ymp1\n4Em8XL9lLThTcl4ytS+kpNeBh8zsu4oPKVEhkqY0s89rj3t6be11kRiJW1u83DC+PPB1xDiJRCLR\nIyX34hZKJmnuALaTlJ1cGAisSFf/377QaMH5JS6ot1LDeGwbznZjU2CpJuMXAo8DO5d7ONH4OTAc\nF8hqnIiPsqopaUbgJOqK8J2SvMjVIYl83A38DhcIvAQ4NQjELYlXL0VD0t3Aemb2acP4lMD1ZrZq\nxHB/xz9/jwFnAldI2havFDg1YpxSScl5RZjZfZLmlrQ1Lsqwu5l9JGkt4C0ze67iQ0yUwwhJtdLH\nT2l+0azpE8S80J0GnCtpcfwGBLyUbxtauBQokUgkKqaWNA8AdgKy1QCjgDfCeC6qsOBsU77DE5TG\nieolaGExQjP7RQlhhuBJ0JEUpwifiMMOBDs9Mztb0n+A5YBhwPmRY61Mg2p6YGIg6ufSzA7IPL5a\n0pv4z/Wymd0YM1aZpOS8IoL/5C3AQ/hM+mDcK3IRYFtgg+qOLlEiq1IXAFylrKBmdpyk14Ddgc3C\n8AvA1mZ2TVnHkUgkEu1ELWmWdA++ejSi7GMI9kILAW9WEb/FOAf4s6SF6DxRvQstvPJWEisAvzCz\np6s+kET3SBofGIS3074DYGZXAVdFjrNw5un8kmbKPB8IrAm8GzHeBPjEwpFm9jqAmT1KZ02JlmRA\nR0ea6KoCSY8A15rZKZK+ABYJyolLAX8zs1krPsREIpFIJBI5CBZxc+I+v4W0sUk6DXjWzC4Kifn9\nwLK4+v1vzezeIuK2C5K2wSeqFYYMON3MWlkQDkmL4boNzfyfN4qw/+eB/zOzp/LuK1Esob1mQTN7\no8AY31OvnmjWxz4S2C3m90rSZ8CiteS8XUgr59WxEN7r1MhHwPQlH0tiHEHS1Hj/248IJUg1zOyy\nSg4qkUgkEmOFpEmAs4Atw9C8wGuSzgTeNbPjIobbABfzBFgbVxqfD9gc9/1dPmKstiMkCxdLGhCe\nt/yqlaQNgaHAXXiF3t3APPj95bBIYfbArRB3LDLpS0ThLlyP4o0CY9TE5V7D72M/zmwbhbtUNIp+\n5uV63IazrapcUnJeHZ/iCoONsz2LEbHsI9E6SFobv5hOTlcrig4gV3Iu6b/AvGb2yZg8NiN6ayYS\niUR/5Di8TW1l4NbM+J3AYWF7LKbH1ZgBfo1X5b0k6WJ8RTjRC9ohKc9wELC3mZ0ZqjN3wROzC3DF\n7hhcDUwKvCrpf3RVhE/3EU2QdApwsJl9FR53i5ntFSnsLfhEykLAv4BO9ndmlnvCxsxqn6vxenxh\nXF4GDpG0PM1/rpYUw0zJeXVcBRwfZjc7gPHCh+skciZhiZblZLwnaJCZ/a+A/e8JfBEel+2xmUgk\nEv2JdYE/mNmjkrJJ33O4CGxMPsR7PN/H+zprCuOT0lmQLgFIepteipeZ2ewFH05R/BT3egZftZzM\nzL6XdDI+QXREhBjpPqJvLAZMkHncHTEni84J/zdL9mMLDgMgaX6at1TEqtwA1+j6FBdwXKJhW8s6\nVaTkvDoGAWcDb+NfiufD/38BjqrwuBLVMQtwRkGJeSdfzQo8NhOJRKI/MQPeptbIZMRXtb4EuIa6\nYvadYXxp4ti2tRvZqoWpgP2AB4BHwtiyuKr08SUfV0xG4FV44NWY8wPPAlNmxnOR7iP6hpmt0uxx\nwTFLW82WNBducbYQfj6q9Z/XznvRJgLa1bUiJecVYWajgO0lHYF/gCcHnjKzRjuPRP/hNtzS5bUy\ngkkaD59db9bffn8Zx5BIJBJtyhPAb3DvXajfmG5HPQmMgpkdJmk4MBte0v5N2DSauOXzbYGZnV17\nLOlK4GgzOzH7Gkl745MbrcoDuP/zs8BfgdMlrQysgfef95ngVz1GzOzzPHES8ZC0BXB15txQG58Q\n2DiyptHpeMvuauH/pYDp8OrQfSLGQdIhwEmNi1pB82NfM4tRIVI6KTmvCEkLmtlwM3sbXz3PblvX\nzK6v6NASJSLpd5mnNwEnhlKgZ+navxWtFEjSMniVxk/oqqpZSIlTIpFI9CMGAbeE8/n4wO7h8XK4\nMFNUzOw6AEkTZ8bSyuaY+S1wcJPxYbg2QKuyGzBJeHwUPlGzHHAj+UvaP6Xn6o8BpPuIXiNpSWAj\nmpeArxcpzCW49kVjNc8UYVvM5HxZYNWgb/Q98L2ZPSjpQLzMvKdS/rHlUOA83Jkiy6RhW0rOE2PF\nbZJWaJT/l7Q+/iWZrJrDSpRMs0mYQ5qMxb7QnUd9ZadWCplIJBKJCISb0UWBA/DJ1tWBJ4FlzezZ\nmLGCfdogYCdgRknzBmvWI4E3zOyimPHajM/w1eRXGsZXD9taEjP7JPN4NHHbJUspxe4PSNoYv+e/\nDf/M3Y47O8yIl4bHojZh0sisxP+cD6Sub/QJ8GPcnvBN6naFseju51oE+G/kWKWRkvPquBC4U9Ly\nZvYBgKQ/4IJgW1V5YInyKLMPqIF5gA3MrPGGJJFIJBIRMLNXge0bxyVNYmYjI4YajFu27YercdcY\njot2peS8e44GzpC0AvBYGFsaWJ8WVrqXdBf+d/9rYylzXszsvpj76+cMAvY0s7ODqv7ueCn4+fjC\nSS4kPYUnrx3AXZK+y2weiNuf3drsvTkYjifHr+Pfqf0kjQJ2IFLbZsZxqAN4qUF0cyDeKnxejFhV\nkJLzijCzQyVNiyfoK+IKqxcCm5vZX6s9ukQ/4DG83zwl54lEIhEZSWeY2Z+ajE+Gq2jHXH3cAtjB\nzO6SlL0h/Tfud57oBjM7V5LhSdEfw/ALwFpmdld1R5abF3C9g7MlXQVcZGZPVHxMia7Mjbc0Ql1V\nv0PSqbg2wKE591+rzlwUX53/MrNtFG6vFzvnOIp69e8h+PnuAeA/wB8ixdgDXzW/GP8dZVf/R+EV\nQ1G1PcokJecVYma7SRoKPIordW9iZjdUfFiJEpHU5eatO/L6NUpaOPP0TOBkSTPRvL/9mTyxEolE\nop/zG0kjzOyHm2tJk+N+w7GZheYTreNRt2xKdIOZ3U1OkbRxDTPbVdJeuKXflsAjkl7Ak5krsmXv\niUoZgfd9g6vqL4jfk02N903nwswOB5D0Bi4I93XeffYi5m2Zx68A84XFyBFmFqWFsqanIel14GEz\n+3YMb2kpUnJeIg3iXzX+hlt2XAl01F4T2QcwMe6yZ8PzGfAT8qfh+dS40MVH5PdrfJrOthbgF+oa\ntW1JyCWRSCTysTrwQEjQT5M0Bb5y9R2wVuRYz+P3EW82jG8APBU5VtshaRZgc2AuYLCZfRyUzd9t\nZQed4Ap0DXCNpJnxFotjgeMk/QO3bk3OLNVyP/ArPCG/FlfVXzWMRavcyCSzE9LcoeetWLG6iV9I\n/7eZ3SdpPEnz0kbOQyk5L5eeFNi3Cf8gJUf9hqxHo6RN8bK6bc3MwpjwHsLzI4RrSz/IRCKRGNcw\ns1clrQncExSLNwG+AX5jZl9FDncEcGlIMscD1gvXji1wNfJENwTnkjvwPtklcOu5j/HJjgWJV4Zb\nGZIWB7YGNsVLiy/Fqy1uC+0X+1d5fP2cXYGaw8LReBXjcnipeTQRP0nz4IsxyzVsirIgI+lvwFZm\n9nl43C0RFejb1nkoJeclUqH4V6I1OBIXabPagJmZpD2B64CheXZuZo2rKolEIpEoCDN7RtJv8eTv\nMeC3kYXganFukLQ23t/5FZ6sPwmsbWZ3xI7XZpwIHGdmRwdBrhq300TMr1WQNB2wGZ6Uzw/cjJe3\n32xm34fXXIz3O0dLziUNwDWUtjWzDWLtt13JriiHv8txBYUaglft/JZiHHo+y+yzTJeDtnQeSsl5\nIjHuMDPNv5MDcVuN3EhaAjgJWMfMPm/YNhVe3XGAmT3W7P2JRCKRaE5GGbmRb3A7oYd8QRvMbPGY\nsc3sAbwUNjF2LIonrY18iJfJtirv4W0OlwCX1FyBGng6/MuNpDnx6s+t8Pa8O2Pstz8QrBB/D/ws\nDD0P3GBm33X/rrFmUWAJM3sx4j5/wMy2bva4BNrSeSgl5xUh6QzgJTM7q2F8V+CnZrZHNUeWqJC7\ngPMlbWdmT8IPyfS5xLvQ7Q3c3ZiYA5jZZ5LuDK/ZKFK8RCKR6C/01LqWGDf5ApierhZPCxLByqpC\n1jSze3p6QbgP+EVfA0iaCNc12BZYAV9I2AdXhu9yj5HoiqQFgGHATLgXOHglw8eS1jaz4ZFCPY9/\nzgsnTNSM36jXEErrvzWzNyKGa0vnoZScV8f6eBlGIw8DB+A2AYn+xTZ4L9gTkmrKk+PjIkLbRYqx\nND2XTQ3DL7SJRCKRGAtqyshlkPH5HSNmNm3Bh9PKXAccI2n98LxD0iJ4hdmV1R1WPsaUmOchLBps\ni+sovAJcHh6/A9yWEvOx4kLgOWBJMxsBIGkavAz9z3TtEe81kqbMPN0fOEHSIJo79MT8mw3BtZIa\nxRSXxu9lV86z8/7gPJSS8+qYDp+xbeRzSprdSoxbmNnHwK+D6mTNm/ZFM3spYphZaP65q/ElXl6f\nSCQSiT4i6efAeI0tQpKWBkZH8JzOTuBPBxyET+TWvH2XBdbAtUwS3bM/LpT1Mb7y+wzumDIMOKy6\nw8qPpHXxKrjZgQmz28xsqRy7fgxPipbJauTUWjYSY8WiZBJzADMbIWkw8M+c+/6UzhN4A+iqAF+E\nQ89i1M9DWR4FzmoyPra0vfNQSs6r4xXcTqXxg7oWXcurEv2IkIzHTMizfAwIeL2b7fMByf80kUgk\n8nE2blvVyCx4Qrh0np3XrJEAJP0VOKShTe6M0Cb3S+DUPLHamSDQt4mk+YCFgcmBJ80sSi92VYS/\n/XH4qvbPgcvw8t/FcBGtPNyFr5z/SNLl+Gp5WwhxVcBLuKbQcw3jPyJ/qfYqOd/fVzqAKZuMT0Wc\nZLntnYdScl4dpwBnSZoBuDuMrYb3+6aS9n5IEAXZCv8cNPNrXDVCmDuBwcCtTeIPCNuSkEsikUjk\nY36ai209FbbFZA2aK27fSnHqz21FEMrqJJYlaX4ze76iQ8rLrsCOZjZU0mbAsWb2mqSjgSny7NjM\n1pA0G64Efy4wiaSrw+aUpI+BhnLzA/GJtMPwlWWAZXDnhVwq+mZ2X5735+B+4EBJm5jZaPjh/vZA\n4MG8O+8PzkMpOa8IM7s4iGkMBg4Ow28AO5vZZZUdWKJKTseT85twz9UiLnJHAf+S9BhwMnUBkvnw\niaF5wzEkEolEou98g4s8NVYpzYxbGsXkP8A6+Dk9yzphW6IbJI2Ptxl0ZMbmBQ7Hxc4mqOrYcjI7\n9UToa+oJ+RC85PhPeXZuZm/jln1HSPoVnqh/B9wg6TrgupqwbaILzcrNr8mM1cq1byRSWbakNYEv\nzezB8HwX3CrweWCXbFl9BPbHE3ST9EAY+wW+mh5jkekHJG0JfGJmN4XnJwA74D/XJq2ayKfkvELM\n7Fzg3LB6PtLMvqz6mBKVsjGwkZndXFQAM3tV0i/xC/RVdL4YPA/8qt0sKRKJRKICbgeOlbSOmX0G\nIGlq4Bjc9zwmhwIXSloZ7wcGL5tfkxb26i6SICB1ObAiMFrSSfjk9Wm4aNXt+O+vVfkQmBa3U3sT\nWAr4N/ATGqry8mJmdwB3BCGzzXBx2/1p0X7fEqii3PxEwkq8pIXw6t2Tw7Gcgk+uRMHMng+ibbsC\niwAj8baKs7K+7pEYBOwMIGnZEHMP3M/9VGC9yPFKISXn4wBBCCyRGEUJdhBBiGhBSYviHpEDcFu/\nlu6xSyQSiXGIffDVozeD/zm4+NOHwOYxA5nZEEkv4KuhtZvRF4AVGgXpEj9wAt7/fwheYTAYbyl7\nGVig0QaqBbkbWBtvo7gUOE3SevikzbAiAobV1zOBMyUtXkSMdqCicvM58QUYcLeoG81sUPg7RV8Q\nMrP38MS5aGajft+8Ll6x8WdJDwH3lhC/EFJyXiKSngRWC0qMT9FD2bKZpRNb/+NkYHdJu5YhrhKS\n8ZSQJxKJRGTM7N2wevR/1FePLgGuNLNve3xz3+I9FmIleseqwMZm9qCky4B38YSlXXr0dySsXJvZ\nmcF6bzm8IuCcPDsOftVH4D3tnzdsmwrvQz8iT4z+gqQVe9puZvdHCjUKdyEAF4mstc/+l+bibbkI\nVULbAj8LQ88BF9eqiCLyJe5W8RawOl4FAN7KMUnkWKWRkvNyuQHvQwO4vsoDSYyTrICXGK0l6Tm6\n+jW2ZHlOIpFI9EfM7Cvcq7g0JE1MV9us5DvdlZkJK25m9r6kkbTJfVnoo98PT8DeATCzK4ArIoXY\nF3i72efKzD6T9DZwAEm/pjfc22QsuzgTqzXgQeCUsKK8FPCHMD4v4TMSC0lL4raOI4HHw/BewGBJ\nq0fWIrgDb+l5Cv9ZalUAC+A6Xi1JSs5LxMwOhx9UC+8BnjGzT6s9qsQ4xKfA36s+iEQikUiMPZJ+\nB9xiZt+Gx91iZtFKiyVNipdpb4SvIjWSen+bM7rh8TfdvbCVMLPvJA0ChhYUYiW8t7w7rgH+UlDs\ndmOahucT4HZ3R+KtFrHYFa+Y2AAXnn43jK9FE/eenJyKt05sb2bfwQ8TRhfimg49VguMJbvgWhGz\nAeubWU0AcwngyohxSiUl5xVgZqMl3Y6Xe6TkPAGAmUUT5EgkEolE6VyPK7R/RM+rsB3ETZhPxKuu\ndsZFznbB+6l3xFcwE10ZADwl6fvwfDLgQUnZhB0zm730I4vDPXgSdHkB+54d/4x3xyd4spQYA92U\ned8haRReor1EpDhv4SJpjeN7xth/A0uSScxDnO+CkvoTMQOFBc5dm4wfGjNO2aTkvDqGA3PR1WYl\nkagUSQua2fCqjyORSCRaCTMbr9njElgb2MLM7pV0swlCIgAAIABJREFUCfCAmb0i6U28D72oFdRW\nZreqD6BghgHHS1oA+BfwVXZjTleYz4C5cRX4ZvwUSK0U+fgQUBE7LqH15XN8AufFhvHZgC8ixvmB\nUD00O11/rmeKiFc0KTmvjoOAkyQdTPMTZzqx9UMkbYCXJjY7yRQmEihpCmAT3EJmCVIZZCKRSPQJ\nSRPgpaI7laT6PS3wWnj8eXgO3md6bgnxWw4zO7vqYyiY88P/+zXZlrdy4358cuPubrb/CXigm22J\nDEE0MssAXA/hACIK9kqaDDieclpfrgYukrQP8HAYWx6v8Ilaah6sqIfQve1hS97LpuS8OmqzlsPo\nLP4wgPglb4kWQNKfgKPxE806uLLv3MDPgUJuJIJS6La4tcZ7wN/wkshEIpFI9IHQc954010kr+FW\nSW/hq1Ub4UJMa5Na5/orExS472OBRyRdh2sdWBifD58MWANXhk+Mmafxe/4BDeOP4n7xsTiB8lpf\n9sF/psuo55nf4hOFsWOdBkyFWwTeC/wemBFfAN07cqzSSMl5daxS9QEkxjn+COxgZldK2go4wcxe\nk3QE9ZWQ3EiaCVdR3Ra30LgGmAhY18ye7+GtiUQikegdV+Dn2DJ6vi/B7druA47j/9u77zBJquqN\n49/dBUkCgqKoBAH1hZ8gEpQgigQVVFARCQZYgogSBAwoEhUElSComBAQQVERkCxJghIkKfklBxWJ\nS47L7u+PW+M2zexsmJqu6e738zzzbHVVT98zMNvbp+6958CpkranJGi7dGD8GGVsvzjtZ830a19T\nrfI7kpIMtXoY2Kjmity9bLG2x5OAB20/W/M4Hdv6Yvt5Slvgb1AmmABut/10XWO0WBP4qO0rq/oR\nd9s+R9LjwDeA00dgzBGX5Lwhti9sOoYYdRZhyhKgZ4C5q+NfU+6ivqzoxYySdCqlSMzpwE7AWVWB\nwm2H+9oREfE/swBbSlqbwbeu1ZY02z6k5fhcSUtStifd1q17LmP4JM0BvIfBt8kNq9e57dMkLUpZ\nTvxmyszvLcDZI5SE9STbU9u3X7eOb32pfg+ukzQP8AFJtn1TzcPMxZTihBOABSi/h9cBI7YVdKQl\nOe8wSW8BvgV8vn1fuaR5KX9JvmW7vZBC9L7/Ut4w76YsT1wZ+Cflzmr7kqeZtS5wGPCTDu2FjIjo\nR0sDA7OHb227NpmaDLa/vfrA36kP/TEKSVqWsn1yXmB2SkL2KsqN/4cpbbWGxfYzpP3rTJM0lrKK\ncQPgTZT3hTuBE4Bf267tfYIObn2R9HvgIts/qm4QXUn5+cZI2sT2H2sczpTCeXdRPi9/XtJdwLbA\nfTWO01FJzjvvq8C9gxV8s/2YpHspy+DGdzqwaNz5wPrANZRliodUS8dWpOwFr8NqlKWWV0m6iTIr\nf3xNrx0REYDtjmxda2B/e3SHQyg3bbahJF8rUpK/X1FadM00SasAr7Z9Wsu5zYB9KDOZJwM72O6J\nvvEjQdIYSs2pD1GSyusokzBLUeoObQB8rMYhO7n15b2U+klQtj2ModwY2pyyF7zO5PxQSgE9KL9/\nZ1GW6T9PF+dRSc47b3XgM0Nc/z3wmw7FEqPLNsBYKJVkJT1MKapyClMqrw6L7cuAyyTtBGxMKThy\ncDXu+yXda3tEWl1ERPQ6SeOAtwG3VjOLrdfmAN4CXG970mDfP5M6ub+951QVn9dl8OXfezYS1PAt\nD3yx2rb2IjCb7Zsk7UrZK37yMF57T0rxrdMAJC0D/JKSVN5EmYT6D7D3MMbodeMpSexatv/SekHS\nmsDJkjazfUwdg3V468u8wCPV8TrAH20/Lel0SsX22tg+tuX4qmqrxZLAPbYfqnOsTkpy3nmLMGV/\nxGAeovQCjD5TfVib1PL4eEZoVtv2U5R/oI+UJKZ8sDtA0jm21x+JcSMietxnKfVBVhrk2guU990j\ngJ/WOGbH9rf3GkmrUZLMCcBClOW/CwETKUtmuzU5n1h9QfnMuQglcX4EWHSYr/0OYI+Wx5sAl9v+\nHEC1AnQfkpwPZVPgO+2JOYDt8yUdQJkBHnZy3sDWl3uBVSQ9QknON6nOzwfUVuiu+rluBj4ysJe9\n2ufe9cUIxzYdQB96jCnVCwfzZsreoOgjVcGMgeMPSVq/5evDIzm2i69RPpBsOpJjRUT0uK2AAwer\nlm17IqWl0VCr52bGwP72Jyj725dr+XpHzWP1mu8Bv7C9GCVxWJfyb+Gl1LAvu0HXUNqwQulLvrek\njSkr5a4f5mvPB9zf8nh14MyWx1eQSaZpeTslYZ6aMynL0IfN9gvVeJ3yA0r1939RVlBcUJ1/L2X5\nfi2qn2v2ul5vNMnMeeddBOxA2V88mB2BizsXTjRN0keAb1M+SAH8jrJva8BkSRvbPmEk46g+TJ7M\n8Ja7RUT0M1G6a0zNFdVzatOp/e09amlgs+p4IjC77QmSdgP+QFmq3Y2+yZSOL7tTtj4cBdzK8Pfi\n3k8pLnavpFdQltDv1XJ9bsoqkZi6+XnpDY5291NugtSlY1tfbB8u6e+UGzTntGzhuYPyu1inHwO7\nStq6uvnZE5Kcd97+wKWSTqDcsXV1fknga8AHKfuMo39sA/yw7dybbd8BIOlrlL3hw07OJR05HU+b\nbHur4Y4VEdGH5gLmGeL63MCcdQ0m6U3A+ymFnS60fUNdr90nnmHKZ+H7gcWBGykFpRZsKqjhsv33\nluP/AmvX+PJnULbA7UopWvY0L51Uejtwe43j9aJxTNl2MJgXqTdH6+jWF9tXUqq0D9ThWAa4xPaE\nOsehrA5Zi9Kq7Tpe/nNtUPN4HZHkvMNsX1NV4D6SUsWw1cPARra7fr9EzJBlKAVUpuZM4Cs1jTWe\nss/oGuprzxYREcWtlBvsUyuytFr1nGGTtAZlv/Qc1amJkrZsLZIU03QFsApl7+rZwHclLUFpNXVl\nk4GNYntQOshcCDwJjLf9fMv1LSn/LWPqxgBHS5paRfvZah6vI60dAST9ALjO9i+rxPxCynvi05I+\nYvuCGod7lHqrv48KSc4bYPu0qqLgOpQ95mOAW4Czq2IG0V9eD7S+Qa9BKagx4ElK9cs6/ISyr3wx\nyhK3Y20/MvS3RETEdPoNsK+kS9qrIFe9p79FWTVXh28D51B6+j4H7Fu9dpLz6fdV4JXV8R6U5cZf\notxA2b6poGaWpHOYdrI12fYHZ3aMqgr2eyXNCzw5SH2FT1LqH8TU/Wo6nlNLpXbo+NaXDZnyHrQe\n5fPmkpRimfsB765rINtb1PVao8mYyZNrvWESETNI0n+AzWyfO5XrHwB+Zfv1g12fifFmo/TQ3JJy\nN/N0ShuUs23nDSEiYiZVFYTPpsyQn0uZkYXy4XRt4G/A+6tiRsMd61FgVds3Vo/npBSUfZ3th4f7\n+r2umtVbltL2rieSSUntW+RavZLSQnU22+OGMcaJ0/G0icB/KXuOT53ZsaL7SHqWsjXzX5J+Djxt\neydJiwH/tD3Utp8gM+cRo8FFlEKAgybn1bWL6hrM9nPAb4HfVis4xlOq0s4i6W22n6xrrIiIfmL7\nheqG6s7ApygVigdWx30T+EEdiXllHkr71YGxn5b0DGWlVZLzaah6gF8KLEWPzPTa3qH9XHUTYlvK\nyoD/Mvz2cI9Nx3PGAm8BtpZ0YBf3i+8ZklakbNdYBHhF67Wa92bfD/yfpPsoK4S/UJ2fk7KXvjaS\n7mSIlSK2F69zvE5Jch7RvO9SigT+gbIk8ZbqvIBdKbMtI1UkcBLljW0MpUBJREQMQ5V8f4/6lq8P\n5YOSWpOlscBakpZuieeUDsTRrW5iSn/znlO1T/s25YbNfsBPhntzaEaWElfdaA6ne/vF9wRJm1CW\nyf8Z+ABldc9bgdcBJ9U83FHA74H7KJ8vByaeVmLKSqK6/KDt8ayUzkfrAN+veayOSXIe0bCqSODG\nwBGU5eatJgCb1FkksG1Z+2qUgkLbA2e1tLyIiIjRb7C9qz9rOZ5MbrwO5SvA96vK44NVse7KfxOr\nqtzfpSRgBwMHNrR0/6+ksN5osBuws+0fS3qCUlfhTsp7xX11DmR7b0nXU1qp/aFarQll1nz/msc6\ndLDzkrYDVqxzrE5Kch4xCtj+U1XI5YOUpWBQCtKcbfupqX/njJF0OLAJpeDckcCmVXGXiIjoIrbH\nNh1DDxioKn7eVK531Y0NSSsABwDvAX4BrGv7gabisf0oL590iM5bglJfCEqbwLlsT5Z0CHA+L+1T\nP2y2B2v9+yfgM3WOM4QzKTcCurJgXJLzBlX7gD5O2e8EZXnVybaH6n0YPaqq1F/38qJ22wL3UJbw\nrQ6sLmmwWPKPaURE9Lr1mg6gZldQerf/mNJrfMOp/Bt/eIfjimZNAOaujv9Naa12HfAqyl7wESNp\nLWArSr7zNPCjkRyvsiHQtZ2Ikpw3RNLbgFOABQFXp3cFHpS0nu3rGwsuetkx1NzTMiIiohvZPn3a\nz+oq/6H8G7/REM+ZTNkHHv3jIuD9lIT8D8Chktaszk1t1chMk7QwZdZ6C0oBuuMpyXmtY0m6hpd+\nph1DyasWAL5Y51idlOS8OUcANwAr2p4AIGk+4Gjg54xcAbDoY7bHNx1DRETEaCJpLPAGXl7FuqsK\nxdleqOkYYlTaHpi9Ot4PeIGSZ/wR2LeOAao2kh8DtqZsqzgL+CqlO9B+Ay0fa3Zy2+NJwIPABbbr\nLj7XMelz3pCq3cmKtm9oO780cIXtOZqJLCIiIoZL0kLA+gzeumiXRoKKl5A0P2UWeQMG2V8+nH7g\nEf1E0gOUauzHUgrBDUw8vgAsO0LJeU/KzHlzbqG0MLih7fxrgds6H05ERETUodpneQqlvseSwPXA\nmyjLLmvrvhHDdhClWNYHKAWzPk1ZFvuV6iuiJ1SrQ95MyTNeUkzS9kU1DDELZYn5ZGruZz49JM3O\ny2+CPt7pOOqQ5LyDJM3T8vAbwGGS9gYuq86tTOkFuWuHQ4tRQNK5lDuOJ3brG0pERAClUvCBtveq\nWhd9AngAOI6y3DNGhw8CG9q+RNKLwA22T5b0EKXdVPuy2YiuI2ll4DfAopQbhK3qarf4Bsr73FaU\nPe1nUj7TjtgSbUlzUVoGbgS8epCndOXKlyTnnfUoLy9c8PuWcwN/YU6lS3+hYlhuoHygO1zS6ZQ3\ntTNsv9BsWBERMYOWAjatjicCc9h+UtKelJZCPxnOi0uawHR+6LU9/3DG6nFzU6pXQ/mM9hpKG9Or\ngHc1FVREzX5K6Tf/YUpf89oTZtvPUm4+HidpCUoxuMMoueY3JR0NnG+7zln17wFrAF8Afg1sB7wR\n+Dzw9RrH6agk5521RtMBxOhl+0uSdgbWBj5Fqaz+oqQTgONsX9hogBERMb2eYsoSy/soS6cHtrG9\npobX36mG14iSiL8FuJuy9WALSTcCm1EKS3UdSbNQZhLPbbLHeYwqb6GsEOnItlnbtwO7VzcjP0iZ\nTT8NeIJ63v8GrAdsZvsCSUcBF9u+TdLdlC0qx9U4VsckOe+gJFcxLbYnAWcDZ0valvLG803KG1tW\nU0REdIfLgNWAm4AzgIMkLUMpPHbZUN84PWz/arivEUDpB754dbwv5f/VVpQ9s9s0FdRw2J4o6QjK\n6o0IgMsp+807WtOq+kx7JnCmpAWAz9Y8xPyUuh4Aj1ePAf7KMFcnNSnJecMkzcnglVyvbSaiGA0k\nLQhsAnwGeDvw92YjioiIGbAL8MrqeK/qeGPKTO2IVWrvpaJInWD7ly3Hl0haDFgGuNP2vc1FNmxX\nUj473N10INEMSW9vefhDyg3CBSm9zl+yXbITOYftB4GDa37ZO4DFgHsoleI3onxeXo+yTaUrJTlv\nSHUH6Shg3ak8JbOkfaYqGPgJypL291HedI4DNq6WCEVERBdo7Y9t+ylg25Eaq1eLIjWhav9UR+Xq\npv0QOFjSGyn7559qvZi2Vn3hH5S95a0F4I5sOR64VldBuCYcBSwLXAgcAJwqaXtgVkbwJuhIS3Le\nnB8ArwJWAi4APk5prbY78OXmwooG3Q9MAH4HfMP2lQ3HExERwyDpFQzeuuieGofpyaJInSJpY2At\nBv//tH4jQQ3f76o/D2851wvJWEy/xZoOYKTZPqTl+FxJSwHLA7d18wrkJOfNWRP4qO0rJU0C7rZ9\njqTHKW3WTm82vGjA+sB51R6diIjoUpLeCvwSWLXt0kgkRz1ZFKkTJB0I7ACcywhVsW7IW5oOIJpl\nu++2NNi+C7ir4TCGLcl5c+ai9DyFMlu6AHALZS/I8k0FFc2xfU7TMURERC2OorRQ+wgjn/T1ZFGk\nDtmMsnWsp/qZZytcDEbS/zF4natTahxjT+BA20+3nZ8D+Krtb9UwxirAq22f1nJuM2AfSn51MrCD\n7eeGO1YTkpw3x4Aod3j+CXxe0l2UfWn3NRZVdJSkq4G1bE+QdA1DfICznZs2ERHd4R3ACrZv7sBY\nPVkUqUMmM6XFXU+RtCnlM+ViwHts3y1pR0qxu1ObjS46SdLiwEmUYoet+9AHPnPWuZJnL0pf9afb\nzs9ZXRt2cg7sSdkSfBpA1Qnjl8DRlA4ZXwX+A+xdw1gdl+S8OYcCr6+O9wHOoiw/ex4Y31BM0Xl/\nAgbu7PXUnfuIiD52I/X28x1KTxZF6pAfUvbmf6XpQOokaRtgf+AwYFemJF9PAjsDSc77y6HAnZTa\nCncC76IUjzyI+n/3B7butFsWeKSmMd4B7NHyeBPgctufA5B0LyW32rum8TpqzOTJvbK9prtVLdWW\nBO6x/VDT8URERMT0qzpuDFiR0jd7NwZvXTRi7c0kLQqsQJcXRRopko5pO7U+8C8G//+0WafiqpOk\nG4DdbZ8k6QlgWdt3VDOM59teoOEQo4MkPQSsaftaSY8B77JtSWsCB9leroYxJlCS8nkp22taE8xx\nlHaSP7W9XQ1jPQu8ZaDdoaS/Amfa3q96/CbgOttzD3esJmTmfJSo9mZc3XQcERERMVMe5aUfSMcA\n57U9Z8SrZVeFoPquGNQMmKPt8UC9l1nonc/FizP4Z8pnKUlS9JdxwBPV8UPAGyjba++mbLGtw06U\n97cjKcvXH2u59jxwl+1Laxrrfsp2jXurjhjLV2MOmJu2G23dpFfehLqCpIOBPWw/VR0P5UnKPqgT\nbL848tFFEyQ9ArzV9kMtdx2nZuB3YtfMhkREjDprNDWwpLWYejuwLRsJapSy/cmmY+iAuyjLiNtv\n0nyAsic3+sv1lN+HO4HLga9Jeh7YhinFJIfF9q8AJN0J/M32xDpedyrOAA6QtCvwMcr+9otbrr8d\n6NqiiEnOO2s5yh6wgeOhzAZ8CfgQsPlIBhWN2pkpdzN3msZzZ6P8PhxFWbIYERGjhO0LmxhX0l6U\nAklX0lvtwEacpI/a/tNUru1le59Ox1STHwA/kjQrZTZzeUmfBHanFImL/rIvpYo5lPeK0yjJ7MPA\nxnUOZPtCSUtI2gJYAviS7QckrUvZultHAcY9gBMpdTaeBDa3/XzL9S2Bs2sYpxHZcz6KSVqR0vd6\n3qZjidFB0sLAVbZf23QsERExdZLmA7YClqpO3QgcZbuuokgD49wHfM32r+t83X5Q7b/9mO2/tJ3/\nNrBtN+/NlrQ5pSDWotWp+4G9bf+ssaBi1JA0PzDBdq2JoKTVgTOBvwHvBZaq6h18HVjR9oY1jjUv\n8GT7CuPqZ3uyLWHvGknOR7FqH8W6U7urGxEREaOPpPdSKmI/RpnRhrLi6VXAerYvqnGshykFnrp2\nGWdTJG0I/AL4gO0rqnP7U26qvN/2P5uMrw5VocJX2v5P07FE75N0KfAH2we3FSN8F3Ci7YUaDnHU\ny7L2hkgaR2mZNrU9YmtWd3ySmPeJ6ndiZ0qP2kWAV7Retz1/E3FFRMQM+zHwO+ALA7M61Xv84dW1\nZWoc6wjgU8C3a3zNvmD7BEmvAs6Q9D7K57LNgbVsX9dkbMMlaSxl5nIJ4PfVuddRZhSfajK26AxJ\nR07P82quS7EM5f2o3QN0rr1kV0ty3pxDKf8InE4p1JAlDLEXsDWl7+S+wH7AmyjFLr7VXFgRETGD\n3gxs2Lrc0vaLVTHYYbfnaisqOxbYRtLawLW8vB1Yep0PwfYR1TLYv1NqwKxR077YxlRb4M6kJOaz\nAn+h/Gy7Uyp3f7G56KKDxlOKAl5DqT3QCY8Cr6cUn2u1HPDvDsXQ1ZKcN2cTYCPbZzQdSIwanwY+\nZ/t0SXsDv7V9u6RrgZWBwxqNLiIiptfVlL3mbju/FFDHUun2orL/qP5cuu18bvy3kTS1m90PUxL0\njaXSXcr2np2Kq2aHUW7UrEBpnTXgRCB7zvvHT4BNKW3HjgKOrbvmxSCOB75bFSCcDIyV9G7gQOCY\nER67JyQ5b87zwG1NBxGjyoLAwDK6J4GBQoCnkeWKERGjmqS3tzw8DDhU0puBy6pzKwPbAV8f7li2\nG2vb1gPWncr5+ynF0wYKqE2mVLbuRu8BVrP93MCNhsqdQPb89gnb20naBdiAUsF8f0mnA78Ezq67\nGFxlN8rWnXspqzRurP78DWVVaExDkvPmHAR8SdL2I/SXI7rPvyhLge6h9Gf8AGX25Z3Acw3GFRER\n0/YPSkLXunz0e4M87zeU/ei1qCoWj2ufEauWak+0/XhdY/UC2+9sOoYOGEdbLaPKG5nSvjX6gO3n\ngN8Cv5W0KGWp++HALJLeZvvJmsd7HvhctUJlGeCVwDW2b61znF6W5Lw5qwFrAOtKuoGX7xHboJGo\nokknUQoEXg78EDhW0laU4nCHNBlYRERM02INjXs8pXjsT9vObwSsD3yo4xF1GUkLUvZnX1klM93u\nXGAH4AvV48mS5qK0VjuzqaCicZOYcgNx3EgMIGlp29fbvpcye9567WO2Tx6JcXtJkvPmPEpJxiIA\nsP31luPfSbobWBW41fapzUUWERHTYvtuAEmzUvb1ftt2e1GkkbASsNMg5y+gFBaNqahWHfwa+Agl\naXkLcIekI4AHbO/WZHzD8GXg7KpmzeyUvb5vpbT2+0yTgUVnSZqNKcvaV6NsldweOMv2pBEY8s+S\nVmt/75P0Ccrv4VwjMGZPSXLeENtbNB1DjG62L6PaqyhpDtvPNBxSRERMg+0Xqg+inaoVMhttrTcr\nswJzdCiGbnUQMA/wf8AVLedPBL5L2T/bdWzfI2mgpdWylKXFxwG/Thu1/iHpcEoB6nuBI4FNbT80\n9HcN2xHAuZLebfu/VRwbV+OPH+Gxe0KS84hRrLrjuT3wVUrBuIiIGP1OprTB7MSWpL8D21CWMbfa\nFriqA+N3sw8BH7F9c1vhtJtpbpvCTJP0EeAM25NsvwD8qumYolHbUuoY3QGsDqze9nsO1LuV1vZe\nVb2LcyW9F1iHkrB/1vYf6xqnlyU5b4ikOxmixYntxTsYTjSoSsD3Bt5PqeL/PdsnS9qCsiTxRbLn\nPCKim9wK7Fm1ELoKeMlspe06W2PuTvkgvCxwXnVuLUox0Q/UOE4vmgcYrGDeq2irBdQlTgbul3Q0\ncJTtdAXqb8fQQDtF2ztIOo6y+vONlBn7P3U6jm6V5Lw5P2h7PCulb+k6wPc7H0406FvA54FzgHcD\nf5B0FKXtzi7AH2y/2GB8ERExY7ai1JZZofpqNZnSaq0Wtv8maRXKCquNgGcoPa63SoXkabqU8t/s\nO9XjgURmJ+DCRiIansWALYDNga9L+itl1vKEbI3rP7bHd2IcSesPcvpESku/31IKEq5fxXRKJ2Lq\nZmMmT04Xr9FE0nbAitmT3j8k3QHsZPsUSUtTPlQdTflglb+gERERI0DScpTVBudRKtsfDyxNSXLf\nbfumBsMbFklrUPb4fgKYSPnZfmn7iqG+L2JGSZrewnKTbY9IlfhekuR8lJG0OPAP2/M0HUt0hqTn\ngcVs/7t6/AzwLtvXNRtZRER0E0mz01YcLn3OhybptcDOTCmcdjVwyED1/W4naW5KUbDxlBV519te\nttGgImKqsqx99NkQeKTpIKKjxlH2mg+YCDzZUCwREVEDSQtRZmMX4eUJ8y41jjMn8D3K8uxXD/KU\nzFQNwfYDwDeajmOk2H5C0nnAosCSlMr0ETFKJTlviKRreGmRhjGUatwLAF9sJKhoyhjgaEnPVY9n\nB34qqb2AUG3VNCMiYuRIWgs4hVIleUngeuBNlPf7q2se7vvAGsAXKD27t6MUYfo88PWax+opklYH\nnrV9efV4PLA1cCPwZdtPNBjesEiaA/gkpb/1e4A7gYMp2+YiRoSkw4BbbP+o7fz2wJtt79RMZN0j\nyXlz/sRLk/NJwIPABbZvbiakaEh7q5NjG4kiIiLqsj9wYNVW6AnKvt8HKL2mz6p5rPWAzWxfUBUT\nvdj2bZLuBj5djRmDOxTYA0DSksDPqq/3UHqgb9NcaDNH0sqUhHwjyoqNE4G1bf+l0cCiX3wC+PAg\n5y+h3CxMcj4NSc4bYnvvpmOI0SHF/yIies5SwKbV8URgDttPStqTcnP+JzWONT9lhh5KW7D5q+O/\n1jxOL1qCsqoByizzWbZ3lPROSluyriLpRkDANZSl+r+x/VizUUWfeTUw2IqTx4HXdDiWrpTkvMMk\njQW+AnyUckfzPGCftLiIiIjoGU8xZZ/5fZQk8Ibqcd0fUO+gVBe/B7iZMmP6d8qM+qM1j9VrJgKz\nVcdrUyqaQ1nJOF8jEQ3PuZSe0v9sOpDoW7cB6wI/aju/LlNuIsYQkpx33jeBvShvoM8CXwJeS1mC\nFBEREd3vMmA14CbgDOAgScsAG1TX6nQUpdL4hcABwKnV/s5ZgdoKz/Woy4D9JV0ErApsVp1fAvhP\nY1HNJNs7Nh1D9L2DgR9JWgA4vzq3FvBlsqR9uiQ577zNgC/a/jmApLWB0yVtbXt6+wRGRETE6LUL\npS0XlBvyrwQ2Bm6l5oTZ9iEtx+dWe6dXAG6zfW2dY/Wg7YEjqj93aWmf9nEge7QjZpDtIyXNRpmM\n3KM6fRfwBdvHNBZYF0mf8w6rKnK/2fa9LeehBumEAAAUwUlEQVSerc79q7nIIiIiIiIihq+aPX/G\ndtoDz4DMnHfeLJTl7K1eoCw/i4iIiJghVQGzNSjb5Ma2Xquzp3qvq+oC/U9WNEbMPNsPNh1DN0py\n3nntPa1hkL7W6WkdERHRPSRN4KUtUqfK9vzTftZ0j7sbsC9g4P62GLI8cgjV8tt9KEX0FgLGtT2l\n/XFEtJF0NbCW7QmSrmGI9x3by3cusu6U5Lzz2ntaQ/paR0REdLvWYkevBnYH/gxcWp1bBfgg8O2a\nx/0SsKXto2t+3X6wP7A+JUH/CbAzsDCwOWXPbNeQNN3F4GwfNpKxRN/5EzAw6dh1LQhHm+w5j4iI\niKiRpD8Cf7H9o7bz2wNr2/5YjWPdB7zX9q11vWa/kHQ3sFVVSO8JYDnbt0naClivzv9PI03SnW2n\nFgDmZEo7vVcBTwMP2F68k7FFf5A0Dng3cK3ttHGcSWOn/ZSIiIiImAEfBM4a5PxZlH7adToE2K7m\n1+wXrwFuqY4fZ0pv8/Mp7Z+6hu3FBr4os/7/AJayPX+1jWIp4GqmVNCOqJXtF4GzmfL3KGZClrVH\nRERE1Oth4KPAQW3nP1pdq9OBlJastwM3UorM/k9q2AzpLsoy9nsoSfpHgSsoN1CeaC6sYfs2sKFt\nD5ywbUk7AycAxzUWWfS664HFgfaVHDGdkpxHRERE1Gsv4AhJ7wMur86tBKwDfK7msQ6jVGr/CyXx\nz37F6XcssDLwN8pNjpMkbQfMQ6kZ0K1ez+Cf8ccBr+twLNFfdgcOlLQHcBXwVOtF2483ElUXyZ7z\niIiIiJpJWgnYkbKcGOAm4DDbl0/9u2ZqnCeATWyfXufr9iNJSwLvAm6zfUnT8cwsSacCbwS2tn11\ndW4F4OfAv22v32R80bsktbYfbE0yxwCTbacDwjRk5jwiIiKiZlUS/ukODPUIcHsHxul5tm8Gbm46\njhpsSekOdKWkgW0Os1C6B2zdWFTRD9ZoOoBul5nziIiIiGGSNM/Akk1J8wz13DqXdkragrJcfgvb\nT9f1ur1K0pbAcbafq46H8iRwg+0bOhBa7SS9FViyeniz7VuGen5ENC8z5xERERHDN0HS620/QGlf\nNdjsx5jqfJ1LO3cElgDul3QXLy8It3yNY/WC7wKnUPoyf3caz50NmEvSvrb3GvHI6ncX5XfudtsT\nG44lepiktwDfAj7ffvNR0rzAT4BvVatTYghJziMiIiKGb03KEnPo7NLOkzs4VtezvcBgx1MjaX3g\nCEqRv64gaU7gh8Dm1am3AndI+iFlz/kBjQUXveqrwL2DrQqy/Zike4GvA+M7HVi3SXIeERERMUy2\nL5S0NHC97Qs7OO4+nRqrT50HHNp0EDNof2BZ4H3AWS3nzwX2BpKcR91WBz4zxPXfA7/pUCxdLcl5\nRERERD2ulXQFZab1eNvd3Cu7L0h6BaWd2iLAK1qv2T7S9lPAfk3ENgwfAza2fZmk1u0VN1C2QETU\nbRHggSGuPwQs3KFYulqS84iIiIh6rA5sARwEHCLpj8ARti+ucxBJjwBvtf2QpAkM0dvc9vx1jt1L\nJL0NOB1YEJgVeAaYk7If/QngyOaiG5YFGDxRmoshflcihuExyo2fu6dy/c1AepxPhyTnERERETWo\nkvCLJe0AbETZX3mhpNuAXwK/sv3fGobamZI8AuxUw+v1qx8AFwGfo8zsLUuZPf8l3Tdb3upK4MOU\nfecwJSHfGri0kYii110E7ACcP5XrOwK13qTsVWmlFhERETFCJL2ZMpv+WcoM7Vm21282qgCoVh28\n2/aNkh4DVrJ9s6R3Az+3/baGQ5wpklYDzgSOpdwg+hnwf8CqwOq2r2ouuuhFkpaj3Pg5Dfge4OrS\nksDXKDeLVrV9dTMRdo/MnEdERESMENu3SfoOZbnn/pQPqcM2rV7qLeNnKenUTaIsYYeyDHxh4Gbg\nQWCxpoIaLtt/lfQOSnXs64APAFcDq9i+rtHgoifZvkbShpStIB9vu/wwsFES8+mT5DwiIiJiBEh6\nL7Al8AlKIvh7ypLpOkytl/qAkeip3mv+AawA3A78DdizakO2BXBTk4ENl+3bKcv1IzrC9mmSFgXW\noewxHwPcApxt++lGg+siSc4jIiIiaiLpDZSlxOMpH1Avoey3/H1V+bsurb3UxwBnUPYU/7vGMXrd\nnsArq+NvAr8DTgDuADZrKqg6SFqCcpNhcWAn2w9IWhe4x/YNzUYXvcr2M8BJTcfRzbLnPCIiIqIG\nks4E1qYUFzsGONK2h/6u2sZ+AljW9h2dGK9XSRpre1LTcQyHpNUpe87/BrwXWMr2HZK+Dqxoe8NG\nA4yIqRrbdAARERERPeIFYENgIdu7dioxj/rYniRpFknbNh3LMBwA7G77/cDzLefPp/R0j4hRKsva\nIyIiImqQKuzdoyqotzzwvO1LqnNjKUvB9wDmB37aXITDsgzwqUHOPwC8psOxRMQMSHIeERER0Ruy\nV3E6SHoncDrw6urxxcBWwInAvMCPgF80FuDwPQq8Hriz7fxypCZBxKiW5DwiIiKiy0g6se3U7MBP\nJb2k6JztDToXVdfYH/gr8F1K4bcvUArq7Q8c0+17zoHjge9K+iTlhs3Yqnf7gZRaCBEjRtI4Sju1\npapTNwEn257YXFTdI8l5RERERPd5rO3xsY1E0Z3eAbzP9vWSrgO2Bb5p+4SG46rLbsCPgXsprfRu\nrP78DbBvg3FFj5P0NuAUYEFgoObGrsCDktazfX1jwXWJVGuPiIiIiL4haRKwoO0HqsdPAMvZvq3Z\nyOolaRFgaUq7uGts39pwSNHjJF0KPAhsbntCdW4+4GhgAdurNhheV0hyHhERERF9o0rOVwIerk79\nE/gIZab5f9KWLmLGSHqG0q7vhrbzSwNX2J6jmci6R5a1R0RERES/uazleAzwF6YU1BtTHY/rdFB1\nqPb8jgfWAl5LW+tk22s2EFb0h1uA1wE3tJ1/LdBTK1NGSpLziIiIiOgnyzQdwAg7lJKcnw5cT6r4\nxwiq2hIO+AZwmKS9mXIDbGVgT8re85iGLGuPiIiIiOgRkh4CNrN9RtOxRO+rtom0JpRjqj8ntz+2\n3ZWrUTopM+cREREREb3jebKEODpnjaYD6CWZOY+IiIiI6BGSvgwsDmxvOx/0I7pIkvOIiIiIiC4m\n6cS2U2sCj1AKc73QesH2Bp2KK/qTpDmBRYBXtJ63fW0zEXWPLGuPiIiIiOhuj7U9PqmRKKKvSVoA\nOApYdypPyZ7zaUhyHhERERHRxWxv0XQMEcAPgFcBKwEXAB+ntFbbHfhyc2F1j7HTfkpERERERH+Q\ntJukw5qOI6ILrQnsYvtKYBJwt+1jga9R2qzFNGTmPCIiIiJiiuWARZsOYjgkbQhsxOD7fpdvJKjo\nB3MBD1THE4AFgFuA64D83k2HzJxHRERERFRsf9L2u5qOY2ZJ2pGy7/d+yo2GvwMPUyq4n9lgaNH7\nDKg6/ifweUlvBLYF7mssqi6S5DwiIiIiond8EdjG9g6Unuffs/1+4DBg3kYji153KPD66ngfSmG4\ne4Adgd2aCqqbZFl7RERERPQNScsD89s+t+XcJ4C9KctyTwa+ZntiMxEO2yLAJdXxM8Dc1fGvgcuA\n7ZsIKnpftb984PgqSYsCSwL32H6ouci6R5LziIiIiOgn3wIuBc4FkLQU8Bvgj8BNwJeAh4DvNBXg\nMP0XmB+4mzJruTJlifFiwJgG44o+Y/tp4Oqm4+gmSc4jIiIiop8sR0nQB2wKXGP7UwCSbqcswe3W\n5Px8YH3gGsre80OqAnErAic2GVj0HkkHA3vYfqo6HsqTwA3ACbZfHPnouk+S84iIiIjoJ6/mpcWp\nVgfOaHl8KWVpeLfahqqulO0fS3oYWBU4BfhZk4FFT1oOmLXleCizUVamfAjYfCSD6lZJziMiIiKi\nnzwALAzcK2kWYAVeOks+J9C1s3q2J1F6TA88Ph44vrmIopfZXmOw46mRtCJw3ogG1cWSnEdERERE\nPzkH2E/SLsAGwAvAhS3XlwHuaCKwukh6FfAu4LW0dWeyfUwjQUUU1wKbNR3EaJXkPCIiIiL6yTeB\n04GrgGeBrW0/23J9C6picd1I0nrAccArgceByS2XJwNJzmNESBoHjAfWYvAbQ2vafh74U+ej6w5J\nziMiIiKib9j+L7CCpDcCE6qK0q22Bh7pfGS1OQg4EthtkJ8tYiQdSknOTweu56U3hmI6jJk8Of/N\nIiIiIiJ6gaSngGVsd/XS/Og+kh4CNrN9xjSfHIMaO+2nRERERET0B0mbV/vRu9WfKW3TIjrteeC2\npoPoZpk5j4iIiIioSLoUWML2a5uOZXpJWr/l4QLAnpQe59dRCt79j+1TOhha9BFJXwYWB7a3nSRz\nJiQ5j4iIiIjoYpImTftZAEy2PW5Eg4m+JekkYA1KzYYbePmNoQ2aiKubpCBcRERERPQNSR+0/eem\n46iT7WxVjdHgUeCkpoPoZpk5j4iIiIi+Iek54JfAV1LNPCJGk9xli4iIiIh+sgrwbuBaSe9uOpi6\nSFpF0kfazm0m6U5JD0j6uaTZmoovIqYty9ojIiIiom/YvlrSisBewHmSDgX2Aya2Pa/bZtX3BC4A\nTgOQtAxlhcDRwE3AV4H/AHs3El30PEl3MkRvc9uLdzCcrpTkPCIiIiL6iu0XgN0lXQycDnxlkKd1\nW+G0dwB7tDzeBLjc9ucAJN0L7EOS8xg5P2h7PCuwHLAO8P3Oh9N9kpxHRERERN+p2o/9DLiEQWbO\nu9B8wP0tj1cHzmx5fAWwcEcjir5i+9DBzkvaDlixw+F0pSTnEREREdE3JM0D/AjYkDLTfHCP9GS+\nH1gMuFfSK4DlKUv3B8xNW2uriA45E9gf2KLpQEa7JOcRERER0U9uBO4DVrR9Y9PB1OgM4ABJuwIf\nA54GLm65/nbg9iYCi763IaX3eUxDkvOIiIiI6CdHAPva7vZl7O32AE4ELgSeBDa3/XzL9S2Bs5sI\nLPqDpGt4aUG4McCCwALAFxsJqsukz3lERERERI+QNC/wpO0X287PX51/fvDvjBgeSXvz0uR8EvAg\ncIHtmxsJqsskOY+IiIiIiIhoWJa1R0RERERExEyRNJbSjvCjwCuA84B9bD/TaGBdaGzTAURERERE\nRETX+ibwHeAJ4N/Al4AfNxpRl0pyHhERERERETNrM+CLttex/TFgPeDT1Yx6zID8B4uIiIiIqEj6\nsKRPNR1HRBdZhNLLHADb51IKw72hsYi6VJLziIiIiIgpDgR+3XQQEV1kFuDZtnMvALM2EEtXS0G4\niIiIiIgp3kbpzxwR02cMcLSk51rOzQ78VNJTAydsb9DxyLpMkvOIiIiI6CuSZgF2A460/a/Wa7Yn\nNRNVRNf61SDnju14FD0gfc4jIiIiou9IegJYxvZdTccSEQHZcx4RERER/el8YPWmg4iIGJBl7RER\nERHRj84EDpC0DHAV8FTrRdunNBJVRPStJOcRERER0Y8Or/7cZZBrk4FxHYwlIiJ7ziMiIiIiIiKa\nlj3nEREREREREQ3LsvaIiIiI6CuSxgLjgQ2AN1GWsd8JnAD82naWlkZEx2XmPCIiIiL6hqQxwCnA\nEcAbgeuAG4BFgaOBkxoLLiL6WmbOIyIiIqKfjAfeC6xl+y+tFyStCZwsaTPbxzQRXET0r8ycR0RE\nREQ/2RT4TntiDmD7fOAA4NMdjyoi+l6S84iIiIjoJ28Hzhri+pnAsh2KJSLif5KcR0REREQ/mR+4\nf4jr9wPzdSiWiIj/SXIeEREREf1kHDBxiOsvkrpMEdGAvPFERERERD8ZAxwt6bmpXJ+tk8FERAxI\nch4RERER/eRX0/GcVGqPiI4bM3ny5KZjiIiIiIiIiOhr2XMeERERERER0bAk5xERERERERENS3Ie\nERERERER0bAk5xERERERERENS3IeERERERER0bAk5xERERERERENS3IeERERERER0bAk5xERERER\nERENS3IeERERERER0bBZmg4gIiIi6iFpc+AI4A22H2w5Px/wX2B727+QtAqwL7ASMBE4Hdhp4Hsk\nLQrcCXwWWBn4NPAscBywq+1J1fOOBlawvUzLWPMCE4Dxto9pOT8e2Bl4K/AwcDSwh+3Jtf+HiIiI\n6EKZOY+IiOgdJ1GS7U+2nd8QmAz8oUrM/0JJoDcCPge8Ezh5kNfbF3ixer2fAF8Gtm65Prn6GpKk\nXYBfAGcCHwEOAHYE9pvOnysiIqLnZeY8IiKiR9h+XNIZwKbA4S2XNgH+bPtRSQcAf7e94cBFSdcD\n10tax/ZZLd93me2dquPzJK1JSfR/Pr0xSXolsDdwgO09Wl7rBeAgSd+3PWEGf9SIiIiek+Q8IiKi\nt/wWOF7SQrb/JWlBYHXgM5LmAFYFvixpXMv33ArcS5lBb03Oz2l77RuBNWYwnlWBuYAT2sY8D5gT\nWBq4eAZfMyIioudkWXtERERvOQ14mjJbDrAx8AzwJ2A+YBxwCPBCy9fzwMLVV6tH2x4/D8w+g/G8\nBhgDXNM25i2UJfHtY0ZERPSlzJxHRET0ENvPSjqZkpwfSEnOT7X9jKQxlIR4PwbfY/7QDA73LPCK\ntnPztT1+pPrzY8C/BnmNO2dwzIiIiJ6U5DwiIqL3/BY4TdIHKNXWvwNg+2lJlwJL2d6zhnH+BSwk\naU7bT1fnPshLi8RdCjwFLGz7lBrGjIiI6ElJziMiInrPOZQZ6yMpVdlb95F/lVKQ7Xjg+Or6wsDa\nwJG2L5qBcU4EvgUcJekXwNt4aTV3bD8maS/g+5IWBi6gVIBfAlgf2MD2szP8E0ZERPSY7DmPiIjo\nMbYnAicArwdOqB4PXLsUWI1SpO1ISo/z3Smz27e1vMzUWqT977ztm4DNgHdQlsmvA3xqkHgOBsYD\n76vi+j0lib+cso89IiKi742ZPHma7UkjIiIiIiIiYgRl5jwiIiIiIiKiYUnOIyIiIiIiIhqW5Dwi\nIiIiIiKiYUnOIyIiIiIiIhqW5DwiIiIiIiKiYUnOIyIiIiIiIhqW5DwiIiIiIiKiYUnOIyIiIiIi\nIhqW5DwiIiIiIiKiYUnOIyIiIiIiIhqW5DwiIiIiIiKiYUnOIyIiIiIiIhr2/1VzL4OFi+i1AAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c9c8940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(x='venue', data=match_df)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "eef2d523-e0d2-8745-c29c-1f010bbe7262"
   },
   "source": [
    "There are quite a few venues present in the data with \"M Chinnaswamy Stadium\" being the one with most number of matches followed by \"Eden Gardens\".\n",
    "\n",
    "**Number of matches played by each team:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_cell_guid": "8ab4289b-e8f2-0e96-c100-2a53ebbfa6ad"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AABogwAMAAEADBHgAAABogAAPAAAADRDgAQAAoAECPAAAADRAgAcAAIAGCPAAAADQAAEe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\nscuzO/CHlvF7iTrV7AL48pyaMKr03laGAHMSZU6PDL6ieiBpCmA3op3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9nKQXiFSYUcBJ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\nmMBLkiRJktQF/h8g3t0lXAbFBQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c404940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = pd.melt(match_df, id_vars=['id','season'], value_vars=['team1', 'team2'])\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(x='value', data=temp_df)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "db4d31de-ba1e-6adc-db73-c0f7a8f57115"
   },
   "source": [
    "\"Mumbai Indians\" lead the pack with most number of matches played followed by \"Royal Challengers Bangalore\". There are also teams with very few matches like 'Rising Pune Supergiants', 'Gujarat Lions' as they are new teams that came in only last season.\n",
    "\n",
    "**Number of wins per team:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_cell_guid": "434f402a-adf1-0575-d49c-b0be095f9b6d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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y3XJe98gjt2ZsbPFwPjm5JXsHqnZ9mZzckiOO2Lrsde5YpXqGySDbZm69UTBo2xkF2s7S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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c389160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(x='winner', data=match_df)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "a8505a72-1113-65f3-b82d-7f3bae017218"
   },
   "source": [
    "MI again leads the pack followed by CSK.\n",
    "\n",
    "**Champions each season:**\n",
    "\n",
    "Now let us see the champions in each season."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_cell_guid": "c377f741-9859-0f5d-74d7-fffe63ea623a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>winner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2009</td>\n",
       "      <td>Deccan Chargers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2013</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2014</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2015</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season                 winner\n",
       "0    2008       Rajasthan Royals\n",
       "1    2009        Deccan Chargers\n",
       "2    2010    Chennai Super Kings\n",
       "3    2011    Chennai Super Kings\n",
       "4    2012  Kolkata Knight Riders\n",
       "5    2013         Mumbai Indians\n",
       "6    2014  Kolkata Knight Riders\n",
       "7    2015         Mumbai Indians\n",
       "8    2016    Sunrisers Hyderabad"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df = match_df.drop_duplicates(subset=['season'], keep='last')[['season', 'winner']].reset_index(drop=True)\n",
    "temp_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "916f2927-3b1c-b21d-19aa-107cc882000d"
   },
   "source": [
    "**Toss decision:**\n",
    "\n",
    "Let us see the toss decisions taken so far."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_cell_guid": "c4836759-3335-4eb7-f792-133585cefd8f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KlUi0af7ALYAjJ48Glw2jV4fWyFxrIYQ4DYEhofS/8YHhCR17ycYiVSChXLlL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\niIhHKMoiIiIe8T9d3kUt281SmQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c2e6b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_series = match_df.toss_decision.value_counts()\n",
    "labels = (np.array(temp_series.index))\n",
    "sizes = (np.array((temp_series / temp_series.sum())*100))\n",
    "colors = ['gold', 'lightskyblue']\n",
    "plt.pie(sizes, labels=labels, colors=colors,\n",
    "        autopct='%1.1f%%', shadow=True, startangle=90)\n",
    "plt.title(\"Toss decision percentage\")\n",
    "plt.show()\n",
    "          "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "6cca5f59-8775-9fb7-fac7-25256481639d"
   },
   "source": [
    "Almost 55% of the toss decisions are made to field first. Now let us see how this decision varied over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_cell_guid": "2e932edc-65d8-c766-558f-a05c3758973e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Cbj/t/Zo7d98MDg6O6z6Bie3SS3+aD5/x3QzN3rt1lPVaetMv87ZXPDHz5u3XOgoAbJUm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\npI79HzpyF/Qe7ZK4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c40b4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(x='season', hue='toss_decision', data=match_df)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "5b51d9a4-7898-5e40-c4c5-b11ff5c22a14"
   },
   "source": [
    "It seems during the initial years, teams wanted to bat first. Voila.! Look at the 2016 season, most of the toss decisions are to field first.\n",
    "\n",
    "Since there is a very strong trend towards batting second let us see the win percentage of teams batting second."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_cell_guid": "0f196810-83c9-368c-def8-af21f4d88b87"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r33+SwJAWDLr2AQDaDRxLzKKvCAlXNO/Sl+zk/WyZ+y7tB407Iagz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\n5nUmtBdV3oxRynyw44mHUrueblEp/Aak4oO0Pv9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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f02499e9828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_of_wins = (match_df.win_by_wickets>0).sum()\n",
    "num_of_loss = (match_df.win_by_wickets==0).sum()\n",
    "labels = [\"Wins\", \"Loss\"]\n",
    "total = float(num_of_wins + num_of_loss)\n",
    "sizes = [(num_of_wins/total)*100, (num_of_loss/total)*100]\n",
    "colors = ['gold', 'lightskyblue']\n",
    "plt.pie(sizes, labels=labels, colors=colors,\n",
    "        autopct='%1.1f%%', shadow=True, startangle=90)\n",
    "plt.title(\"Win percentage batting second\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b3827e31-182f-6739-bffc-d21398ff07b8"
   },
   "source": [
    "So percentage of times teams batting second has won is 53.2. Now let us split this by year and see the distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_cell_guid": "1f960516-8a19-f853-a3b7-9da64e96dcc7"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.5/site-packages/pandas/core/indexing.py:132: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self._setitem_with_indexer(indexer, value)\n"
     ]
    },
    {
     "data": {
      "image/png": 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ucL0AAACw5BzKZe2z+5n+I0nuOoT1AgAAwJIyOt8FSym/k+R35l7OJvlEKWVm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\njuhZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c2f8198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "match_df[\"field_win\"] = \"win\"\n",
    "match_df[\"field_win\"].ix[match_df['win_by_wickets']==0] = \"loss\"\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(x='season', hue='field_win', data=match_df)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "ac7df6b3-4a8e-d47e-80f7-0383a2f7fd53"
   },
   "source": [
    "Number of wins batting second is also quite high in the latest season (2016) while in 2015 teams batting first has won more than batting second.\n",
    "\n",
    "**Top players of the match:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_cell_guid": "b09dd8d2-b539-46c9-31f3-1b8707dd61e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YCiusyLrrfp4vfWlTTjzxNGpra7nnnvFZx6pIzNlFYqLCQkQ6rbm5ic8++yzr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\nqMX2owABC98AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c2f8278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "temp_series = match_df.player_of_match.value_counts()[:10]\n",
    "labels = np.array(temp_series.index)\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_series), width=width, color='y')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Top player of the match awardees\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "927c9130-4027-0d93-46c9-160648a6fcfb"
   },
   "source": [
    "CH Gayle is the top player of the match awardee in all the seasons of IPL.\n",
    "\n",
    "**Top Umpires:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "_cell_guid": "8c50aaf6-d980-820a-23e1-bfd8a2a66aa2"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fZPr0aey8c+PRIF9+OZ0nnngCgIED/wCEIqSiooJLL72C9dffsNxRRURkEaDCYhG3ySab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\nIYQQBs3/A2Ao5Hym0Qn4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c2609b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = pd.melt(match_df, id_vars=['id'], value_vars=['umpire1', 'umpire2'])\n",
    "\n",
    "temp_series = temp_df.value.value_counts()[:10]\n",
    "labels = np.array(temp_series.index)\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_series), width=width, color='r')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Top Umpires\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "d3570b82-7227-d6c5-c3ac-be2b2f814b19"
   },
   "source": [
    "Dharmasena seems to be the most sought after umpire for IPL matches followed by Ravi. Others are fairly close to each other.\n",
    "\n",
    "**How lucky are the toss winning teams?:**\n",
    "\n",
    "Now let us see how lucky is the toss winner. Do they often end up on the winning side?! Let us see."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "_cell_guid": "35256ade-89a2-e99b-a220-f595ab5b006a"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.5/site-packages/pandas/core/indexing.py:132: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self._setitem_with_indexer(indexer, value)\n"
     ]
    },
    {
     "data": {
      "image/png": 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4gMiEJKVlSu9zjK7DKD4TyO4NJPrhbh0XldD+6nNJMrYqIYQQNfUYndY3Jqnt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\nGQAAC3wBA/XInBNqLbYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c33bda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "match_df['toss_winner_is_winner'] = 'no'\n",
    "match_df['toss_winner_is_winner'].ix[match_df.toss_winner == match_df.winner] = 'yes'\n",
    "temp_series = match_df.toss_winner_is_winner.value_counts()\n",
    "\n",
    "labels = (np.array(temp_series.index))\n",
    "sizes = (np.array((temp_series / temp_series.sum())*100))\n",
    "colors = ['gold', 'lightskyblue']\n",
    "plt.pie(sizes, labels=labels, colors=colors,\n",
    "        autopct='%1.1f%%', shadow=True, startangle=90)\n",
    "plt.title(\"Toss winner is match winner\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "5eea0ee3-ef5c-cafd-2720-79162a3a0804"
   },
   "source": [
    "It is not really the case it seems. The chance is 50-50 for both the teams.\n",
    "\n",
    "Let us also look at the team wise break up. If the team wins the toss, will it end up in the winning side. Will be interesting to see."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_cell_guid": "a1207fa8-d202-21b2-ffce-422b1a7e68f0"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5Sa5P8qskT0vyhiRHJXnJ0CaLMvgN7vcm+UWSjyT5dZKra94sAAAATLC6COdJ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\nJueSJEmSJFVmci5JkiRJUmX/H42gQkXACi0xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c352198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(x='toss_winner', hue='toss_winner_is_winner', data=match_df)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "c74c240f-26be-ba55-ea18-035d22591913"
   },
   "source": [
    "It seems for Chennai Super Kings (CSK) winning the toss is an indication of winning the match with high probability.\n",
    "\n",
    "On the other hand, Pune Warriors end up losing the matches more often when they won the toss. \n",
    "\n",
    "So far we have looked at the match data to get insights. Now let us look at the delivery dataset which is more granular to gain some more insights. To start with, let us look at the top few rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "_cell_guid": "8fb4d684-2c23-2a1c-5434-376a45c2ee31"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SC Ganguly</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>P Kumar</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>SC Ganguly</td>\n",
       "      <td>P Kumar</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>SC Ganguly</td>\n",
       "      <td>P Kumar</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>SC Ganguly</td>\n",
       "      <td>P Kumar</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>SC Ganguly</td>\n",
       "      <td>P Kumar</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   match_id  inning           batting_team                 bowling_team  over  \\\n",
       "0         1       1  Kolkata Knight Riders  Royal Challengers Bangalore     1   \n",
       "1         1       1  Kolkata Knight Riders  Royal Challengers Bangalore     1   \n",
       "2         1       1  Kolkata Knight Riders  Royal Challengers Bangalore     1   \n",
       "3         1       1  Kolkata Knight Riders  Royal Challengers Bangalore     1   \n",
       "4         1       1  Kolkata Knight Riders  Royal Challengers Bangalore     1   \n",
       "\n",
       "   ball      batsman  non_striker   bowler  is_super_over   ...    bye_runs  \\\n",
       "0     1   SC Ganguly  BB McCullum  P Kumar              0   ...           0   \n",
       "1     2  BB McCullum   SC Ganguly  P Kumar              0   ...           0   \n",
       "2     3  BB McCullum   SC Ganguly  P Kumar              0   ...           0   \n",
       "3     4  BB McCullum   SC Ganguly  P Kumar              0   ...           0   \n",
       "4     5  BB McCullum   SC Ganguly  P Kumar              0   ...           0   \n",
       "\n",
       "   legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "0            1            0             0             0           1   \n",
       "1            0            0             0             0           0   \n",
       "2            0            0             0             0           1   \n",
       "3            0            0             0             0           0   \n",
       "4            0            0             0             0           0   \n",
       "\n",
       "   total_runs  player_dismissed dismissal_kind fielder  \n",
       "0           1               NaN            NaN     NaN  \n",
       "1           0               NaN            NaN     NaN  \n",
       "2           1               NaN            NaN     NaN  \n",
       "3           0               NaN            NaN     NaN  \n",
       "4           0               NaN            NaN     NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "5239f408-dc60-49b2-2f09-54ad438910eb"
   },
   "source": [
    "**Batsman analysis:**\n",
    "\n",
    "Let us start our analysis with batsman. Let us first see the ones with most number of IPL runs under their belt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_cell_guid": "72c60991-3b76-16dc-5e0d-5c05bdafa4a0"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PP/1I27btAMjMzGTdut9ISWlQrNxFRKT8UoFSAqpUqcLBBx+Sa1/lylWoWbMmzZt7PQbp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\nhBBCCMWJBCWEEEIIxYkEJYQQQgjF+f8Y+gA4YVVfSwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c218c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = score_df.groupby('batsman')['batsman_runs'].agg('sum').reset_index().sort_values(by='batsman_runs', ascending=False).reset_index(drop=True)\n",
    "temp_df = temp_df.iloc[:10,:]\n",
    "\n",
    "labels = np.array(temp_df['batsman'])\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_df['batsman_runs']), width=width, color='blue')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Top run scorers in IPL\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "85fff5f8-5755-896a-3fe8-658000e3fe01"
   },
   "source": [
    "Virat Kohli is leading the chart followed closely by Raina. Gayle is the top scorer among foreign players.\n",
    "\n",
    "Now let us see the players with more number of boundaries in IPL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "_cell_guid": "8a9e3be5-ee4a-3841-5e7a-52125a6cec3f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DvfEDI2NnHW3wnAi+HW6uR/CDAacGsz62x8/EKWl8QGnK07z/LX5q5Sh8cn4J/kPtlpgy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\nuotEiiTGz9uJiIhIjaHkQ0R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dYBhwKlAHmAr0dc4tqdBVioiIyBZX0ZaP64C3gYeAZWa2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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c1afa20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = score_df.groupby('batsman')['batsman_runs'].agg(lambda x: (x==4).sum()).reset_index().sort_values(by='batsman_runs', ascending=False).reset_index(drop=True)\n",
    "temp_df = temp_df.iloc[:10,:]\n",
    "\n",
    "labels = np.array(temp_df['batsman'])\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_df['batsman_runs']), width=width, color='green')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Batsman with most number of boundaries.!\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "dc9966bb-8b3a-4cdd-2c3f-1c540b3e2d65"
   },
   "source": [
    "Gambhir is way ahead of others - almost 60 boundaries more than Kohli.! Nice to Sachin in the top 10 list :)\n",
    "\n",
    "Now let us check the number of 6's"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "_cell_guid": "ff7bf783-c73a-379a-5bba-0bd389168b63"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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77fZ/7Lbb/wFQVVW12vo777ydfv324NRTz6S4uJCyshI6dFiflSsra2w3fbrz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\nQRAEQRB0lEg+giAIgiDoKP8PBhxZl5YgdFwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c43d550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = score_df.groupby('batsman')['batsman_runs'].agg(lambda x: (x==6).sum()).reset_index().sort_values(by='batsman_runs', ascending=False).reset_index(drop=True)\n",
    "temp_df = temp_df.iloc[:10,:]\n",
    "\n",
    "labels = np.array(temp_df['batsman'])\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_df['batsman_runs']), width=width, color='m')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Batsman with most number of sixes.!\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "36600016-d50d-2cea-a5ed-ca7212c4b3e7"
   },
   "source": [
    "There you see the big man. Gayle, the unassailable leader in the number of sixes. \n",
    "\n",
    "Raina is third in both number of 4's and 6's\n",
    "\n",
    "Now let us see the batsman who has played the most number of dot balls."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "_cell_guid": "86af22c4-ffca-099c-0517-155ef769ce4c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TaN++E02bNuXzzz9l0qSbOemkP9G+fQcAOnbsxH779eKGG65h+PBRrFu3jltu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\nhewoAqVQKBQKhUJ2FIFSKBQKhUIhO/4POBmz86cifjsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c481780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = score_df.groupby('batsman')['batsman_runs'].agg(lambda x: (x==0).sum()).reset_index().sort_values(by='batsman_runs', ascending=False).reset_index(drop=True)\n",
    "temp_df = temp_df.iloc[:10,:]\n",
    "\n",
    "labels = np.array(temp_df['batsman'])\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_df['batsman_runs']), width=width, color='c')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Batsman with most number of dot balls.!\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "d5da4426-7449-6c3f-0127-39f358b5831c"
   },
   "source": [
    "It is interesting to see that the same names repeat again here as well. I think since these guys have played more number of balls, they have more dot balls as well. \n",
    "\n",
    "Let us check the percentage distribution now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "_cell_guid": "6fe0cb3b-f07f-9ef5-2dc1-8327a3ec7da7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lwYLFFXelY2UvDyt7eVjZy8PKXh6lKvvaa/ezTs0R3fHuQmOMMcaYimdBljHG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\nL3qZHHqwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c0be048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def balls_faced(x):\n",
    "    return len(x)\n",
    "\n",
    "def dot_balls(x):\n",
    "    return (x==0).sum()\n",
    "\n",
    "temp_df = score_df.groupby('batsman')['batsman_runs'].agg([balls_faced, dot_balls]).reset_index()\n",
    "temp_df = temp_df.ix[temp_df.balls_faced>200,:]\n",
    "temp_df['percentage_of_dot_balls'] = (temp_df['dot_balls'] / temp_df['balls_faced'])*100.\n",
    "temp_df = temp_df.sort_values(by='percentage_of_dot_balls', ascending=False).reset_index(drop=True)\n",
    "temp_df = temp_df.iloc[:10,:]\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "ax2 = ax1.twinx()\n",
    "labels = np.array(temp_df['batsman'])\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "rects = ax1.bar(ind, np.array(temp_df['dot_balls']), width=width, color='brown')\n",
    "ax1.set_xticks(ind+((width)/2.))\n",
    "ax1.set_xticklabels(labels, rotation='vertical')\n",
    "ax1.set_ylabel(\"Count of dot balls\", color='brown')\n",
    "ax1.set_title(\"Batsman with highest percentage of dot balls (balls faced > 200)\")\n",
    "ax2.plot(ind+0.45, np.array(temp_df['percentage_of_dot_balls']), color='b', marker='o')\n",
    "ax2.set_ylabel(\"Percentage of dot balls\", color='b')\n",
    "ax2.set_ylim([0,100])\n",
    "ax2.grid(b=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "636ca1b6-a441-b101-e248-54521787afe7"
   },
   "source": [
    "Batsman with more than 200 balls faced in taken and the ones with higher percentage of dot balls are seen. It is interesting to see Ganguly with more than 1000 balls and nearly half of them are dot balls. It is surprising to see names like Jayasuriya and Gibbs in there.!\n",
    "\n",
    "**Bowler Analysis:**\n",
    "\n",
    "Now let us see the bowlers who has bowled most number of balls in IPL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "_cell_guid": "e4f21588-53c6-28c0-be0c-7eae7ea5d138"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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v5YwzfkmXLj045ZR6TJs2JazMnXfeQ4sWl/PLX57JY489CQT48MOZcdsHEZHy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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c0c3ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = score_df.groupby('bowler')['ball'].agg('count').reset_index().sort_values(by='ball', ascending=False).reset_index(drop=True)\n",
    "temp_df = temp_df.iloc[:10,:]\n",
    "\n",
    "labels = np.array(temp_df['bowler'])\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_df['ball']), width=width, color='cyan')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Top Bowlers - Number of balls bowled in IPL\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "09465bc7-6f59-c1e3-13f4-49620e70a2d7"
   },
   "source": [
    "Harbhajan Singh is the the bowler with most number of balls bowled in IPL matches. Now let us see the bowler with more number of dot balls."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "_cell_guid": "2d51db41-aacc-8372-5d49-f933edc170fc"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2h3z00Qd8//0yPv74Q4YNu5jdd9+dvn37FdcpKFjN22/PoH//k0o9vl279rRq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\nFCcSlBBCCCEU5/8DzvV9U5IFKTYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c0b1588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = score_df.groupby('bowler')['total_runs'].agg(lambda x: (x==0).sum()).reset_index().sort_values(by='total_runs', ascending=False).reset_index(drop=True)\n",
    "temp_df = temp_df.iloc[:10,:]\n",
    "\n",
    "labels = np.array(temp_df['bowler'])\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_df['total_runs']), width=width, color='yellow')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Top Bowlers - Number of dot balls bowled in IPL\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "83a678bd-58c5-f249-0b76-161ed21153e7"
   },
   "source": [
    "Pravin Kumar is the one with more number of dot balls followed by Steyn and Malinga.\n",
    "\n",
    "Now let us see the bowlers who has bowled more number of extras in IPL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "_cell_guid": "89a763b4-ac6f-88a5-4924-5d68d45d3ede"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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eJTPTZf78ebz//qxovEpPbr31ZoYM2ZE+ffrw+edVPPTQfXz66WfsuutulJeX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c4b40f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df = score_df.groupby('bowler')['extra_runs'].agg(lambda x: (x>0).sum()).reset_index().sort_values(by='extra_runs', ascending=False).reset_index(drop=True)\n",
    "temp_df = temp_df.iloc[:10,:]\n",
    "\n",
    "labels = np.array(temp_df['bowler'])\n",
    "ind = np.arange(len(labels))\n",
    "width = 0.9\n",
    "fig, ax = plt.subplots()\n",
    "rects = ax.bar(ind, np.array(temp_df['extra_runs']), width=width, color='magenta')\n",
    "ax.set_xticks(ind+((width)/2.))\n",
    "ax.set_xticklabels(labels, rotation='vertical')\n",
    "ax.set_ylabel(\"Count\")\n",
    "ax.set_title(\"Bowlers with more extras in IPL\")\n",
    "autolabel(rects)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "79d9b7e1-260c-1c17-f19e-0a41e84e4e65"
   },
   "source": [
    "Malinga tops the chart with 178 extra runs followed by Pravin Kumar.\n",
    "\n",
    "Now let us see most common dismissal types in IPL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_cell_guid": "d889cf74-ddcb-5c32-1361-8c34834ee4ce"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AAD0h5AMAAEBPCPkAAADQE0I+AAAA9ISQDwAAAD0h5AMAAEBPCPkAAADQE0I+AAAA9ISQ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\nSZIkSZIWEBb5kiRJkiQtIP4/6UaSAmg4gp0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f020c16b4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(x='dismissal_kind', data=score_df)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
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    "Caught is the most common dismissal type in IPL followed by Bowled. There are very few instances of hit wicket as well. 'Obstructing the field' is one of the dismissal type as well in IPL.!"
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